{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.path.append('/home/luo3300612/Workspace/PycharmWS/mySuperPoint/superpoint/model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import SuperPointFrontend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fe = SuperPointFrontend(weights_path=\"/home/luo3300612/Workspace/PycharmWS/mySuperPoint/superpoint/result/epoch17\",\n",
    "                          nms_dist=4,\n",
    "                          conf_thresh=1/65,\n",
    "                          cuda=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader\n",
    "from dataset import SyntheticData\n",
    "from config import Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_root = Config.dataset_root\n",
    "train_csv = Config.train_csv\n",
    "test_csv = Config.test_csv\n",
    "val_csv = Config.val_csv\n",
    "model_save_path = Config.model_save_path\n",
    "\n",
    "batch_size = 64\n",
    "\n",
    "train_data = SyntheticData(train_csv, dataset_root,save_point=True)\n",
    "\n",
    "test_data = SyntheticData(test_csv, dataset_root,save_point=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from dataset import visulize\n",
    "import numpy as np\n",
    "\n",
    "def visulize_output(sample):\n",
    "    img,label,pts_label = sample['img'],sample['label'],sample['pt']\n",
    "    pts_pred,heatmap = fe.run(img)\n",
    "    \n",
    "    pts_pred = pts_pred[[1,0],:].T\n",
    "    if heatmap is not None:\n",
    "        plt.axis('off')\n",
    "        plt.imshow(heatmap,cmap='gray')\n",
    "    else:\n",
    "        plt.axis('off')\n",
    "        plt.imshow(np.zeros((120,160)),cmap='gray')\n",
    "    plt.show()\n",
    "    visulize(img=img,pt=pts_label,pts_color='r')\n",
    "    visulize(img=img,pt=pts_pred,pts_color='b')\n",
    "    return pts_pred,pts_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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z7+3tKTrENcE7v9qMKz680efP3N/f1+8Yuz/w2d3dzWRcFkm1LBq7Wq1qO/CCbY/PMm0TS4Ag0LqMd3l5OciO5A38+/v7ihB8GOFR4Y9eI3sk/ujRoyAZCethnfqRA34D2cBTdhezs7OKFj3/7Lbau32APlnXsbGxwARgDwkt/f3vf1ezD335rbLNB8qa+Lybp0+f1rXgfp/ZHXkpl8sZR3U7X661OSttMIZIyutGo6HXMA7kC5m0221Ql8/mBJJOkkTH5QMljsqTicz4zEzwfGVlRdsGQYNUaa+3t1efdw7wMAkwl4ODA5Vhdk3+oAy6cuWKjo/n/XEUEWWkSJEinUAdgSghNM/GxoZqApCLR0+Li4uKvmyaMZHU6IzmGRgYUOQAKkAjW/vfcWmcfBZnkVTr+zAqUNTk5KQimn/+53/O9In2nZ6eVpTDb/AA9Hrx4kXV6F9++aWIpPZVbJ9Wi0OgMNr3eRLpXyRF2fR5+/btwCmY39DMoKgzZ84oL0BP/MZcZmZm1K5k8zuKZJEqqBMCafm0bXfu3FEkZDNgi6SysLCwkElEYclmDWd+2GtBIsibtfuR5RyeejtYLpfTMXMN5A/77HyYH2OBfwMDA4E7FffbpCw+IQv/06et38T46AuZx163sbGh68lv/gCz2Wzqc8M6ePv+7OysPo9+98Bhlk1YgbzRJ+OzB1/Yj9lZIZM8l0NDQyoP/vyCduHN8vKyolfQ7OMoIspIkSJFOoE6AlHylrf1Njgx5TvQEyjRJoz1Wb0ha1sktAzNgnbihHxkZCRw9uZ/6N69e4pY0Ogk40WTYdtLkkTHilM57dnTb8bB2NHUOLL39PTod9hwIR/qV6/XA0dnX3nw4cOHgc3IJ8wdGRlRFOBdpPwp8/r6epDpmzGAah89eqT2Lo9OQHvnzp0LXFh89URONG3lQR+SSj/ValW/88kZrOM0fGJ+8MCfIM/OzgauVzhQ47i8tLQUJIQG/TDO5eXlIGUd6MkHOlh059OZgeR6e3uVlz4dGp/7+/s6Lh+W68Myrd3W2z593SP7HQllOJmuVCpqv/Rp5EC1rG+j0dBdFs809mgb0AD5NHCMwe4c/JkEqfHsiT7jevbZZ4M+PEVEGSlSpEgnUEcgSjS+dXgGjaFRve9Ub2+vah+fkAKUhqZeX18PSi5gV/JV7kQkCD2knfPnz6v2wpaFFsM+BKJZXFwMKiB6J+T+/n61RzEO2gWNdXV1qS0W+x42Sfqm1vnm5mZwynpUkgI/T9AFfTabTdX2zAffP2yd9iTf1zLxdbhF0tNHXw0PVJYkiaJxkAeO/4yd9Z6fn9e/cSyGR9ibLl68qLVpQDn8hj3SnsZ7mxaoByoUCtoHssQJt3XsBjH7hCggmvHx8cBmyvy416YW80mkeS6Q8Xa7rXZ3rmWcrG+pVNJTau6HmAOO8v39/YFNkXutTyk7M59wxNod4al3NGeejHdkZCSwa7P2yMTU1JTu/rjGnvxDjIOkwdjhudf6s4KMbRDGcdQRkTkvvvjidyLZQkC+Fg0PI3C+0Wjoy9PXkPFRIM1mUz3/EUKYzAugu7s7yIbMywJmLy4uBocG3pHXRvrgNM8hDC8vGyvMtpVx+ZyHdp48HBivfXndzz77TIWPrQv/2/KkCLw/WLFbX3+A5beo/L+9va2KgGu961S9Xs9kCRIJX0y2vo7fgiPk/P/UU0/p2vKS4MXEuGwGfEwf8NEWsWMb7/Nv0heycOXKFX1h8IksIJM2R8FxhzBzc3O6zfSyQ1/wYnJyUrfuzAeZRLHbbbXPooVCLZVKAd/pg7WD9vb2tB2uZX7wdnp6WhWmDwSxfATUQH6LbHNY0id9Ia88H+12Ozgg81FPIyMjmTLKImnGLf+Stu5L9PGTn/wk5qOMFClSpO9LHbH1ZvvD239jY0M1E5oLrWHLqB4Xbw2BIj/66CPV3mgctl9omq6uLvn6669FJNUwoAs0dD6fP7YPxmsPGiC0o89kXa1WA/TqHdjz+bzOGSTDPT7Gt1wuB9sdkIh1ofB9Mi6Q29jYmCJKX4sGss73oF9fPpet98DAgG7h2eL5WPK//e1v8tOf/jQzHlxOuNdmIGI+rBGIBIRjD5loj76YW6FQ0LGScQozDi5mNk7ZmnJEUoRvt+Jvv/22iKQ7FV9Vc3BwMJBbX47YVmekT9AX62GDIpBpnh+/je3r69P+QaKsHwjLur5hzuC5hI+2IiXID576cd67d0+fBdbIV8UEodbrdW2PufA8Mc7x8XEdj88twPOxubmpyJk5+JBb5pvL5YJKlI+jiCgjRYoU6QTqCESJzQ60YZGbz/iCZpiYmFBt49GOd0V56aWXgpyVaCW05EcffaSaHcTgszgnSRLU67A2D/v9559/nqmVLBI63m5tbWWqNopIEPZYLpczjvi2L4+0Dg4Oggw+9GntaFxPO9gzre2OuftM6diOQWVJkuhYGQ+oxR4k+YMaED1I5vLlyzpmyGe5tzYp2vFJLGztF9CJtxfSTnd3dxBWx3hAichEtVoNapJzLfawfD6v7SAzoCDW5ezZs3rIBAL3tjbQ1IULF7RP+vDuXgcHB3o97fmsS7lcLsgo5LOr8wxub28Hdd5tKLDIIV/92jB2DueuXr2q40JW7GGhSHqIODw8rDLJs0J79sAF3vos9NZOjc0VefDZ8aFms6ntxCqMkSJFivT/gDoCUaLVsOtUq9Ug2QGO3eQbbLVage2EWjS0h8aamJhQpHdctbfLly+rlgUFoM2sLQMkhMbzGcRBIufOnVNbFMgGm5vNj8hv3rEWTWidcT165dO6eDBmX30OTW9P2kFEtMMp+GeffRZkvkZrQ3yfy+V0XMzLhzla52/445Fvs9nUMdMe9xA6aKtrsibeBoVttlwuyxtvvCEiKbqDQNf5fF6Rlkf7IFVQ0MLCQuBlgLyyzsViMZNV3PbFifvIyIhef1RCCkvvv/++XsN8bdIP/vchrcg6cmORsw/gYJ2ReSvrIEsQL+h6bW0tQNygR9ygkAUROXbXZG3Ovloo/zOGhYWFoA4RY2dHMzc3p9f78GYCWHjeCoWCjvl/Y6uMiDJSpEiRTqCOQJTesVsktY2BLjjNBD21221FcyANkBL2NbRevV5XrcippvUDFDnU7m+99ZaIiLzwwgv6nUjWpoLmBU14h2WbiACiD8K8bMgZqBf7EsjP2pl8nXKPokBiIDjGKpIiNmuHhLdoUl/N8qmnngqcjUF32ICs8zd85zvmbuuXQ3znbZ37+/uBHyxIkDHQj61M6b0MsOXlcjnlJfNlrSyi53pQmEVCIln0Tv/wydeI393dVRTH7gbUYxNVcB/tIeM++KHVaul3tOPDREVS9OWRG+NaXl7W9WN8PDvep3FsbCxTb9teyzoUCgW9hnH5Wuw7OzsqK97vlN0JyPLBgweZcEaRVG7hUX9/fxBEwbXIVz6f13lajxcRCeSl3W6r7ZVdw+MoIspIkSJFOoE6AlFCnIwWi8UgmYBP6trV1aWaF82A5kNj2VM6bH5oW7STTcLqa6uANkA633zzjTzxxBMikiI2n/qfcVq7C2P2yW/taSTtgfygsbGxoLKctdswdpFDJAJq8tEtaO+HDx+qdiWkD0QDGujv71f06pPy/vWvfxWRNJS0v79fx442Zw7WL9BHaTAnu0avvPKKiBx9gi2STa/l06zZU3iRQ1kCxflwR6jdbgcJJXw9HIu6vd3XVq0UOZQl/kaG2LmwRjdu3FA+My52JyAuUNre3p6uFTY2/CeZy+nTp3U8tOtrM9XrdZVzfBl9KKOtle19eX3dqnq9rvJhdwt2nrZ/7IUgNyLVQPwiafSb3x2yPo8ePdL7eS55HpAhG3bKM+JDSW0pCL6j4ubjqCNelCyidZPwhlYW0m4LeClwwMKLlpehNXx7o7M/DPjtb38bZEG2Rnr69q45PCzEpto8jbyc2e4jMPQ9NDQUZBRCGOyik0mIPiCECcVQKBRUuHnoEGjGe+bMGe2Dl5d3nRofHw/MIccZvB89ehS4ivjM1jZczBrTRdKt39bWls6HMdtaNCLpQcHa2pr85Cc/ycwBhWUz0/jCY0e5tPgs6N6Ewtr19/frHFhXX5Rtbm5O7/NlfqHp6Wl1ZmcbyDxZB1uHyW4V7Rxs3kUvt2xJ6SdJkgBMQJhJbICDj92nPRRXvV5XPrHF5dlF6dZqteAADxmiXZTAwMCA3kcf/mXfbrfVdOVNUNaBH7nyL3C/zq1WS9eT98fjKG69I0WKFOkE6ghEiRa2hdY9KvGV/prNpiJHXIZwwfCuPyKpFkMzW4durvVoDORltbkfD9qM8EeylvT19SmCRFuCLkAprVZL28PIDhKx206v8dD4oAv4durUKUUjvuyqdVimL++SYcPYfOYj2v373/8uIimaGh8fDxJSQNbJ12fG8RmVSqVSkPWc8XhkPzw8HKBhEBNIYmRkRPnvHcRZc3uY5rfaoHeLTHzVStqBF+VyWcfI1tgjpVKplJHzo9pj3Kurq5k6RnaeNlkEBxa40LH28ObRo0e63WVd/aEV1NPTo/xnzVlHm4uUZ9a7rEEzMzPKb3vwJJLykfavXr0a7DAYu20XdMl4eA7gmz0U8qHGPu+rSCpn3i3rKIqIMlKkSJFOoI5AlF7TFwoF/Q4t8uqrr4pIqpm7u7sVAaId0VAgQZvQwTt0o7GsDQj0gMYDAWIDrNVqgSsGByLepWJ+fl4Rrq//w72NRkPHzieazxamBykwZo9+4INNQwXiYk5o5nK5rAZ9eMv4bIgkqIRrj6pJLnKoodHM3j0FOnXqlLbt03pZB2144A8PrPO9yCFiwj4Fj/kNGbA1cyCbvoy5+Z0Fhwq0gwzcvn1bUd3vfvc7EUlDbj/55BMROUTU8Av+wEfWFTc3EZEXX3xRRFLbq7dT5/P5IBWed+kqlUrqkA9aYlx8Pvnkk/ob82SNmKcNfPC2fnjM3MbGxhTRsjYcNoGA9/b2tB0O4ZiXt0Hv7+8Hhzj+MPHBgwcqH/SJvGFn7enpCVwDeV/4pDqWXzbP5nEUEWWkSJEinUAdgSjRltSusK41aAg0A5r5qEzMaF9sZTYtE5oTR2DsdDabNITW4X5QxcHBgWomEBta19cTqdfrOi7aAwVY2x0aE23tvx8cHFQkCfIAXfsEubbapK+aiM1mcHBQbWB8fvHFF5l5iqSOuswHvvt6O7VaTe/zSXBBGSsrK5l65yJhNcC9vT1FO7iugNRIH2aTeLDW2OxAmMjJ/v5+xm3H9sX4vv32W+0TefP2OChJEkV81F+CbN0e0JNHKRaJsyYgPm+nBg3duHEjcGvxmeKTJAlsgN4ZHF6JhKfeyD3PgU3aDJ8YO+OyCJC2GaetOwW/vCeBD+216Qb5Dh7ZWjeMw1cygHp7e1X+bQVQyy/Ies34WlRHUUSUkSJFinQCdQSixGZkT5R521ufMpFscgG0N3YbW5tYJJuowqdbAqXhQP7VV1+pfcSGAvpxcs37778vIqlGtem4RLIn9xCJcdG6pVIp0KTcA9qw87BJBETCU+Zqtao88LVtuGdvb09Prj2assk1QJs4dvM/68E9W1tbOi/o3/7t30QkXY+RkRGdF4jc+1OKpKjGh5lCFr0wDuzQPkHK6Oiozp01Zw7W/9FXkIR8VcCNjQ21hbE2PqGJtdf6025bBZFrfLVDxsm9fX19apfDtkmf7L6SJFGEy9yPcsAGAdIefRO0YEMkGR/ywLXWX9HLNmgdJD44OKi85Vlm/UDbdnfiK6oi61TePH36dHDqTfushw1C8WG/8JR3jU0f6BMpH0Ud8aL0NTo2NzeD3Iv+RVKv13Ub4l82vCRs/RiYDHO5hoeyWq0GLhO8oLj2448/1i0eRn8ePgzXjKVUKmUcrkVCh/HR0VEVIshHV0xMTARCzgvAL3o+n9cXNSYBnxuy2WxqNm8OohBcFIQttOZdWRgLiqJSqQSKjpcDh2AjIyNBZBRkY+7hIS8pCFngAX766ac1+sfzz5brZW15WBifj0m3v7HmPoN3kiTap3dLsdmm6Mtn1OeaRqMRZMbxTuTM95tvvgmyVfn8oIuLi8ov1s9HhDWbTV1/XOmIBrK5UUUO14c+fT4E+0KxGe4Ej5tQAAAgAElEQVRFUtnkWbHO97jMsb48OzZTuT98sS5cIofmGGQHHtAnc7NFymwuTpFsXku+Jy+od04/iuLWO1KkSJFOoI5AlB76NhqNwLWDwxMQ3MjIiGoCn9vQb+GazWaArDzaOHv2bJCr0pZkFTlEe9ZwL5KiMsiWT2VcoAGIg43l5eWgT3hxVFiV3T6LpKgHjb+xsaHzox14gsau1WrKN7ZWbJeY21HO2iAk+sJkMTw8HGS2gad2O+ZDP3GAZ53z+Xyw7fKx7SBBKy+gFBz+oR/96EdBNh5/KFEulzMhlCJphieP3GydHltzx36KpIcPNru+HUN3d7fylAMzxnD58mURSdfMhiaCAJFJW2LYu774cYqkOyl4zDqCPq2DN9fSBwjQojzWnNhz+Gdd2UCHyDvXsPbwCDcpkfCwkLkVi0UdF9f/9re/FZHUbHD79m2VacbM4a0/8K3VavodZozHUUSUkSJFinQCdURd73feeec7kdRGY+sj46CM1j2q3jVuKbYCnEiqPebm5tROAlrhE1uGzUmHjYjv+H9nZyc4WPE1bmwOxh/96EciEqJFbGO5XE7//v3vfy8iYaablZWVY92frL3FjlMkRbrYI2nXOuXivmOd27kGNAKKQDPb0EX6Bp3wHagKXtVqNdXwvmg9c7p586bywmagsfdw8DA6OppxiRKRoFZ5rVbLHKCIpPY5kGqlUlG0inz5Wtusp5U3iF0O6/HRRx9lwvJsX1Cj0dD18o7dzMmOwTt9k4TCPivwh3ZBlMiotZ0yVp/ByNbS8cEP3MO1XV1dOi6eORv+KpKt98684DHPJy5x586dU1mmb+z5NlcnNm+/G4Teffdd5bvPA+pdBjc2NhS5g8R/9atfxbrekSJFivR9qSNslNgs0N4gB5HUzoLGAz1arYszrk2IIJJqMlvL2iM2W1sYJONPcRmPRbpe+6NhaaNararmg9CoNmszrg0+BRhad2BgIKjr4itBgh5nZ2eDE17ItuFzJfrEBtvb24rC6BOkBm/QzM1mM+N8LhK6xJTL5cDWaU/hRQ5PuunLn34/88wzOj9+x0n++eefz7TD/Lu6uhTB+1NSvrenwdxvx2znu7a2pu288847IpIiSutaxBh9KjDa6+3tDXIlwhuLwEUOeY8NkTXj5B15sy5JNtM3fdE3TvzHVZ20uy/QK7xgPW0YK2jQhyMim+VyOch6jkyD9mwtI1sDSCQNNsA2++KLL8rnn38uIqnt1LsUXblyRdcIvvtQSOu+ZOuBn0QRUUaKFCnSCdQRiBKNgJ2iUqmo9kcDkIUYu1+r1VIk5ZNPgD5toD7aA4RgTwRFDk9W0UIQ2hZbxu7urtrR0LI+TA47Sr1ez5zQi6TOs7YGCRrz5ZdfFpE0SS/z/fnPf66a2Qb0i6Q2JLTl/v6+opXj6jhPTU2plvWJPSy68lnQ4YXX4oVCITg1x07Eeu7t7empqreLMq56va5r7m2Ub775poikSMRmSwflgKCZ74cffnhsxnTW09anZv3gjU/5JpLa1OCNTzjy3HPPKRqmHV9Dvdls6hhZT2o1IR/wYWpqKqhH5Oto23BC7z1ia9QwDubpq2zaWjyMizXz6eCSJMnUo7J8AtGtr6/r7s+HcyJTzNOGJzJPvBh4tv/yl78E84IYr/US4DSe54F5Wl9meMCO9nHUES9K7+ybz+c1EoHveEHaAxZ/mAOzrXOvyOGCWHcKkZTZ9F2tVlUovTBxzcWLF7VNtsw+ioFFe+655zLOyiLpQ4xA5/N5PWDwOTC5Z2FhQRebl7DdOopkC4j54l2MnZfL6uqqPjS87Lw5Y3Z2Vvtki+cPOdjWzc/Pax9srRgDn1tbW9onAsuLknnbTN08LLzsvZN6LpdTfsN/eGNLVMDD43IUWudvfmMM8M+6p/htObKACeTOnTu65igxH4n0wQcf6P1egbL2yOHm5qbygvnxIrLuXj73KC951ihJEt16s0b+5cf6VioVfXH4yDe2x1Y5+soBjGV6eloVEwoFU4qPlLLEWnP4ykt1fHxc58e84BdjqVQquo6Mw7vx0efY2Fgm+u0kilvvSJEiRTqBOso9CO1ra2iAbLwTbD6fD6C9zagikmrNnp6ewIGVLS8a7O7du6qNKHoE+gGh7u7uHluHBY2KG0ySJNqXR8xo6iRJdLuPpkPzgVIGBgaCAxr+R2uiGR88eCDffPONiIS1WiyK9YjP5zis1Wq6pSLXoT9Mo+/V1VVtxxcys24crCPowrugiGQPsETSgxFMDzZ7De34HKLwdmFhQZEVTuR+ewc/LL/YyXCAZN1fiGnnEIIt8w9/+EMROVw71s2HuDKWVqul5hvaZjw+/HFpaUnbgbyrjj1Iom9f4GxycjKox2O3vSJphiYRkTfeeCPzm4/rrlQqKisgXdaR/5vNppo8eJ4Ib2QsIEwb633crml6ejow/9hiZyKHa0mbPk8mW3HMQjYvAqj4T3/6U3QPihQpUqTvSx1howQlWncE78YDcrB2JrQN13CPTyKBZhVJbTx8B5p6/vnnVeugaWwpVZFsNUcQEplb+N5mK/GB/mhJm+cS9IVt02aiYY70wW8+U5F1pwLdeCd1W1fEZu0+6tpWqxWgCTSzd7QfHR3Veiz0wbzJUvTss88qcrblQi3Nz88H2dNZT5/EYnt7WxGttwNjsxweHtZ145O1BrE9/fTTihLhCddyKIMs1et13X0QegjZfKOMFd5iZ0WWisViJnuUiATlfm0yFfr3qI7xlcvlIJ+oz0YPP2wf7L7+9re/ZcY5NDQUJKTw9ki7E7K2UpFUlkqlkqJf7kemvS3aomKQqbdBf/bZZ3rAw3NAOzz/7XY72Nn5AzcCJxqNhsqQTQJzHEVEGSlSpEgnUEcgSggN1mg0FIVhM+Ltb10gfOIITlK9fUMk1TrYLnyY4lG2O7QTKGpyclK1Ks6v2CH5HrQyODgY2Cb5nxO9/v5+tWGh+egbpLSwsKDIw6fuAiUwvmq1GiAP71BtQzXpC7sjfHvmmWcCVymfpMQ68DI+7EPYoPBK2N7ePhI9iKTIYXZ2Vm2thED6E3yLsn2YHjwBMQwPD+sYQQwgHNpfWlpSfoCwfKZz1sXabdmV0B6oZ2JiQvtidwKyZAdy5coVRVggcQg0BXI9ffq09u/5j520UqmoywvO6H7NW62WPk88Y3gHMF7keHFxUXkBb9hpsHPp6+vTZ89nDrchvsgQa+wDEdjVWXc0bIjwCJesfD6vdlTmCd/hdbFYDGzzfnfIe+DGjRtqN46IMlKkSJH+H1BHIEre9mjfYrEY+Fxx6g0StFoATY92w9HY+jr6xLFoNbS4dToFcaARsfuVy2X58MMPRSRFpqSV8j5729vbgQOwDWMTOXSE9mjTJxkol8uZU3KRbIib7dP+BhEKRnKM8fFx1aQ23Ewk1ba3bt1SROurEjJ2eGuRznEJLzY2NlSzgwpAnRaRcCoKcS3ICFSWJInagn2YHEjrwYMH+rc/KQZ9Li8vK0oF5YNokAfrl+e9KSDGtbm5qSjMZhcXSeW1VqsFIYusNQia+dq6Sz6RNXJrT4zZfSFDIPp79+5p2+y6aBf+W1kHVfPpHfU3NzePDSmG50mS6H08u9inGa/Nrm4rY4qk9m3ma3eZzAWy/pXsPggztXXjRdIzhJGRkSDh8eMoIspIkSJFOoE6AlH6qJT+/n79Do0PocFsZT8fxsZJJteePXtWNSeIgXvQpPPz84qoQAjYomjH1pJBu9IOGp9+RkdHdTy0g4+YPUXkGpCLTaAqcog6QG/eDxPtSLhjf39/kF7K19mp1+uZ00tLjKVcLh95iimShgNyr43Ywf7lT5n7+voCBONR1a1btxTB+AQGPtrCVhJkLvRpy4OwtnwiS6xnPp/X/kFCvna6j8ax42F+1gfW1om38wM1Li4uqpz5xL/YV2nfRgN5JGnLF9A2SJK1wg65s7MToGAf1WXLUyDTyB18s/6L/lQZ1GhLX3j58rZPn0jZErsLxmITq8AD1gq0XigUdJfkEx3Tnq03ZWt0nUQd8aKEcSwWkxVJGcVC4IQ8NDQUHDgA371LQLPZVEH3ZTWtId47HyMYbBkajUbg5O5fdNaJlgcbQcMB225Jj3OS57NSqahrDttBXz8I5+h6vR68uBmPda+y2Ytsu8y3UqkoL+gLg7l16BZJS+fCH5HU/Ylxra+vq2uHz7LEQ3Lx4kV94H0YIC8i+pyfn9e1hjfcC49tPRzuOy7sUSQ9IPDuPEcdqvksV8hvqVQKeMvasy0eHh5WWfSlY31m90ajEeRLRTmilB49eqRbUuSNQxL4ZuWMtgEMvGxoo1Qq6QsW/vjn4uOPP9Y5IG+vvfaaiGSzYHkzkA8yQD4+++yzwFwDb2nvpZdeUtMcz6BXZqurq/qdN2PAC+4VSZ9rAhIeR3HrHSlSpEgnUEcgShAkTrRJksjPf/5zEUk1MpqUbbV1/vYlWdFyaM233npLNYzfxrG9mJmZyZQJFQmTKVSrVdV0IFsIBALyssZ/G5opkiKasbExRVhodL8lrVQqQdiZr/NCmOH29rYiEJuVRySbj9JXVPQhoFtbW4rW7XZcJJspx95jf2NnAGJqNpvB1g8Dus18wzw5IPOIgXlPTk4GOTVph0O2Cxcu6Jo/rnaRz3B+VIVA5s8cWCuSWfiMN3bM8NFmOocvyDv3e9TXarW0HeSeEFUOGJMk0RBBiPa4d3p6WtEYlQeRXx9UMT4+rgcq8JRrMIVcuHBBZYaxMk/67u/vDw7PPMGH5eVl5Tc7As//l19+WWsKsUuyFVnph/H4ksw8e7R39epV3WWxA6L9oygiykiRIkU6gToCUfLW96FSIqnmQ6NaW6PPDg7CwnCL9pidnQ3qZaPtsI3U6/UgjROOvG+//baIHNq9sMUwVq6hPex9y8vLav/BnoRWw2h/4cIFRa3Y/jwiXFpaytTtttf6ekI2VZm3yTLemZkZ1f7wD0Rind19rRfvxGzrp/AdKJ3xWBcjm+9QJEW4ILp2u52pN2SJ+cPrpaUltZcxT2yMNvWWt30jFyC3lZWVoIIn5FHZ7OxsJpxRRIIM9rlcLshTCm9Z5+Xl5WD3wK6C+fP/xYsXlT8QaM9mPmcd4b8Ppy0UCjoObHU4u/vcpN3d3YHM+BSChUJBd1/YGRkDa5Ukido44TcyzTzZVXR3d6ut2R8csS5TU1OBkzs85d4kSYLdB7zw+TdzuZzakdmFPI4ioowUKVKkE6gjECXaw4YkgrqwNXiEs7a2ptf733z1uJWVFdVivpIb2rvdbqvtEK2GxsLWaROg+kQNaH4cl63Lg0d52DkLhYJqQFtrx17b29urCJCxMi+cyUE41uUBZ22fOKPVainfbGJXO6fFxUUdP8iFeYOGoCRJdFwgOJADaJ17LV+sIzHf8x1zAAV4N5/x8XFdI+xcoB3+Pzg4UCTEPBkHJ6s7OzvKF2QIvvPJrsCmFsO9x+9SQLUiWXcse+3o6Ggm0bLlBWPg+7GxsYxTtojIP/7jP4pIusMaGBhQlM764Whua4kzHk7fWSMvf+12W9El3/lkxvY++O0Tcmxvb+szdlSFUpH0+crn87qe8BLZsSfwJLn2zu38b3eiPqEwzycotlqtBrL4OIqIMlKkSJFOoI5AlDiHosn6+voCR1t/mvXDH/4wcIb26fcJ17K2CxCRr8r45JNPqk3Gt8e91WpVUQUnZNZWJ5I9ZfN+ZJxycmJcLpf1emw8oERsPzbpLe2hifEDo++1tbWgxgo8sk7XPkUWdlWQQ5IkOncQA6elvp7zvXv3FM354ABsR9PT00EKPO/YPTExESBb+IU9DZvsxsaGrgPtMV5sZCIpuuETxGtPY7FbIg+sA/yn3Xq9rteATG3qNMija1+bqd1uK/9BtpBPFL2wsKBIEhQKv7DXrq6uBv6dvgJntVrN2CstsbtgTo1GI6hBgwxg9/vmm28U+dG3tV+KHCI47KHwmPXzfs67u7uKPpmnLy9SLpf1euSeMfA82GQpkK/X42VAJJs8+jjqiBcl22FcM5rNZpDFG3gNk7q7uxWW+wWFeMDy+XwQDeDzLVo3Fx8Pbh8MtjVeGFkQHFr7+vr0oeVFx0uaB6Ver6twI2A//elPlQd8z/aLeSKU8MiOl9yEmAsQJlu6lLkS087WzRaGQmnwUrfbZ5F0C2MzuUOMj2tszRvW0WftWVxc1HHg/sFLH17YXKS83BkzCoct5fj4uPKUa1k7HoylpSVVeMgSCsDGz4scrjdrjgz6rPs7Ozsqg8zBxyffvXtX+/KlmG15ZZHDh9m7JPGyYn2Hh4eD2jbwm3lbNyOfhQj+HxWd4l3DkPFarabfwUuf8XxkZETH4SN9/La42WwqT20mfpH0nTA6OhoodvrExJAkSeBShox7Nzwbc+8zDh1FcesdKVKkSCdQRyBKtAZbt5WVFdXIoC9fabHdbgdxtD7cy2YrAdX5fIOgAuvawSfoB210cHCg2yU0O+MBJVjnXMbnt1ggsMHBQUUMoEMOhzDov/vuu/LLX/5S2xRJtbbPqNTd3a3zQzPTF4bvW7du6W/0xf/wcXBwUDUzCMmHTVoi1pxDDswH0BNPPKFbd7Z6vkRrq9XKxPWKpCgH/tnDhf/+7//OzAv+kX08n8/rmNnygaptnDOIyJZ2tdfwubOzE9QEQiYxMezs7Ci6YZ4+09PAwEDghuazmHPPuXPnAncstrpsa63TvD9Es/kCQOPwENTKM2eDBbjWH9zxTFr0ybwYJ7wZGRnRcficlz5H5OTkZGbLLpLKHfI8Pz8fxNizZjaPrc9bC79sRng+vWnscRQRZaRIkSKdQB2BKHmzo3G++uqrTPZjkRQVWBcRDgRAd/7QA803OzuraAxCG6Fhuru7Vbv6+s8gQ1vNjmuwH4KmrN0D29Ff//rXzD32gACt6/P6WRseBm2M/KAVtLC1F/GddzcCcc3MzKiNB76BvEHOa2tr2qYPJTsqU7p34qcGO9eCtpmPvRYkMzw8rNcTBgq/QAe2TjjuT/Cda0CEDx8+1LaZOzJgbW+0yW8+3M5moMLZ21d+hMrlcpBQxR+wbG5uKk996K4PElhaWlIUBy+wTcIjS97ZnXvpVyQ86KTqpz0Q9NmbvEO83X0hrz5r1crKit5H397WjNxZNzmeYZ4r2m82m8HZwVEZsjg4oh3CSp944gkRyZ6D8DzxPLzwwguepUoRUUaKFCnSCdQRiBINjYYBJYik2hYCHczPzwehc6A9tLd1kCWEC9sHWh3Ns7+/r9oWzYXLAv3cvn1b7yeUEaTrEwjY73w9FlBfvV7PpHATSbWkrXoIusYlBOSBJrSVG0Ep3n0D3hSLxSCHo0UKIodICW0Leedca5PylTJBYTaRBieezJfEF/C82WwGfVh3JZGsOw4Ikj5ZR9bM2lLpw9ckt+Rtkt7JuqenR226vu4PKHZoaChI5wUqYz2/+uorReO27ry9xu48bG5K27dN9QZffIgmqBEnc5HQNk/me6i/vz+oeHoUb2wlUZGjwya95wDPDq5X8HNhYUHlA5T+u9/9TkQkU5mAdwEyhJ2VOc3Pzysy5lnh2eB5YNe4vr6uiUWwcT6OIqKMFClSpBPoH7777rv/6zHIv/zLvwSDQHthF0K74Zx+//794CSWe7ytxyYj9RUC0fz9/f2qgTlJRctBGxsb6puJ/RGNjK3HolyQI+1yeotW29/fV63r00vZpLK07ZM7UO/bZopmzIzL+7nt7e0dm+0adLC4uBik3+LUGpRs/QMZs3Uet9RutxWloL3hCQh6YGAgqDHk/Rb5f2ZmRhEN94BWQAnFYlERC2PGFxRZmpqaUgTEdyBA5mBPhUHrjJl5sx47OzvHZvxGXlZXV/Vva38TSeXW8t7W+BZJ1xOvgVKppP3bekGMR+QQ9R/nAA9vbOJcm8DZXsP4LFKEJx4lF4vFwGvE8+Qo53Sed3aA1hPFnidYnvIc0L7lF9/BI1vd0Sei+cMf/vAPcgxFRBkpUqRIJ1BH2Ch9CNHi4qLa5UAF9lRO5FAL+ygbyIc29vX1qRbjNyJYbOkFGz0hkmo8G06J1obQ3t7utbW1pZqXdrkWDVsul4MUWb5+SHd3t9qcQDe+JIQ9TfQ2GR+tMT8/r6fStn60SIpiL1y4oG2irUFeoAQ09KlTpwJfPP7HhnTr1q0gcgNtDurZ2NhQxOBTiUG2fAdtMx7ma0/j4a2PvLA7DvhjqweKpDxmB3Pz5k29j3H5cLl2u618QvaYJzwZHx9XP1PWz/uz2vBab6+lffhfKpUCvvvn4s6dO7qerDlzgI8gw48//ljte9ZTQiRF5NZDgfmB8JmT9bXkfmzFfid4cHCgyBFe+Gdlenpa54znCyfj7CJarVaQpAPykUc2EbNH2UdRR7wofUjTwcFBUOcEaG5DGXmZ+ofGb41qtZo+kGxJbWF1yLuTsLB8VioVfYl651v6ZHt9+vRp3b7Rni/Mtba2pttKrvE1gt56660gMwvES9Xm7kPgbSF6kWw5XLbyPjSNa/b393ULSYifVxoI8O7ubhAWxxhsmVMOW9hy+7jwr7/+Wl1fbMijHRefdvsKsR4Y/6enp/Ul+O6772b4hWIolUrKU1+SlTnwAiiXy8GhBtewdqdPnw4KYMEbWwKZA0Bb5lYkXV9kaGpqSvtg7sixzbnKGvMJ/+DJ8PCwZhvyMk77PEPz8/O6RhAKwdb9sfHVIqm82sw+9OHNLpA1MzFW+oLvfG+fU16UPkChVCrpGiNfvtgYsm/b/N84nsetd6RIkSKdQB2BKDlgQQs/++yzqnXRgGg5UKRHMfY3tIlFIiBJv2WwwfNAcZ8wg3ar1ar+DTr0bhugs3w+r8kOPOq0oY0cMlk3GZF0i2q3EPTF3EEkINdSqaTbHPpCq7OVsY7wEAcDaP47d+5o26+88oqIpIkb0MjPPvusiBwic7a9aHqPvJIkUe0PImJrahEOWzuQB/NlXfjduuf4ZCfPP/98Zi62Hcwb8L9arWaQiuUXoZWM9/Tp05oghIz3oGxykNqkDPALWQRx1ev14Dub8Z5rRA7llrlzLXLCmjcaDZUVkClkzVQ+YMAHG/htsUia8xJ5sZUlkVueB9qBX7VaLagCAGp9//33RSRdu93dXW3HZ/ey23R/eInzuA1rfu+990QkdTEEScIjG9DBfbZi53EUEWWkSJEinUAdgSi9EXt+fj5wxkUTWKTg3UZAXz4pwIULF9R2hcYDtXCvre3r7VM2+B7N61M0MXZrtKdtQhhBKUcVsUdr0w7jzOfzqsm9GxSHAqDler2utl1QJ9oSJNhqtbQvn0yEfs6cOaN8Z55of2y78Karq0uRAyiDcdp1Bd0wd29cLxaLOndQAYdOHLTgomTD49h5eDtTV1dXkCbMJ16wyT+YJ+PC+Zt5P3jwQPntdxFc09vbq/KBG9mnn34qIikC7+7uDpJgQEcFLbBWviomZN29mAM5WzmwrFQqQd147wzO/729vUHIIusCHx89eqTjgO98Yju1SB00xzUgQejbb78Ndhrcb/OWMg6eT3jDjsbuCunLBmOIZN34jqsOeRRFRBkpUqRIJ1BHIEpbD1kke3QP2kGbUDNkfn5eNSZICA1DeJzNWG5tOpbQdrlcThEHSAgtZLOZo71AkvQNSkEjfvnll2pX9bYUayfFJgZiAHGhzXd3d3XuXANhf7FIBE2K9ucexpvP53V+nMTaxA+ME1QBDz1is6ed8JA+sc+B0u/evav8YazYq1iPJEmCan/Y3LCvwpvTp0+rvZLfsE1i77Np0XyIrK05xNiRD3YjfM86HBwcBDZmZNTWo+d6ZMYnr221WorG/cm4d9jP5XL6HWOGaGN2dlbH9frrr2eugf+Wt6ShI0kEPCHJyNLSUiZs0JJNnkKAhEeQtjIl64g3A+sAv0CljUZDkZ9PyAEv2u22hjdix6QdW/WTvrw3g0fvZ8+eVe8Cn/D7KIqIMlKkSJFOoI5AlKALG0IHQvCniNgsRNKTLbQGqAWUgj3i6tWr2g4oxfuera6uqgb0oVJo/sHBQUVoaEfv94VdzSIw67slkiYFWF9f15NOb3tCAw4NDQWV5OgbBIg239nZCRzXQawWkXh/Tl93GRuXSIoYsA/CP1sjBY0OygOh2lNvz1PvSzg/P688BF1g02W8b7zxhoiIXLt2LVg/5MImUvbIDxsqPDl79qzOmWttuQORFNE0m01FKSArCN7s7e0pymEXAb9Yj/39fb2fdWQXgq0TRDcxMaH8wfaJLZE1y+fzQW0nH643MTGh8/H+sNicscnmcjlFksjSUf6e9M+64mPJDqtYLKp8+pRw9GnDgEGLvAN4J/z+97/XcXvk51PYvffee1pKBfm0SbJFUl6PjY0FCT0eRx3xovR1RiYmJvTBRmhgLvTaa68FDtgwgfZY6EKhoItiC72LpN79a2tr+pJDyH3M8vz8fBApgZCyzbGZanggEBiEC7eLVqulLxm2+T5CYW9vT4UbgaA9XzReJCzvS/vcc+rUKeWpL9Zk3WcQIsbMvBiDzV0J+fKmR2Ve53p48E//9E8icvgwcR/zYd6skXWx8eWCIRvfzIvRl/m1gQ0+3tq7edl6STyYbNl4+KxCwIxEn/AWXhwcHKjJxN/vs/aUy2WVez6RM17IExMTQUYr2mOdu7q6gkMNn6Gf72/evBnwwB/CPHz4MJMZSiR9sSGTi4uLqgwhDsN4kdPu1taWHn4BfmiX/+/evavygNkAeQC8/PjHPw4c6iHuRWkuLCzooSHABcV8FMWtd6RIkSKdQB2BKF999VURySIStA9azWZoETnUiH47bcuQiqRo4/r165kaI5YwYq+vrwfbX1/dsaurSzUT6MtWVBRJtwONRkO3ZCAFH9JYq9X0QIV4Va6xW3e2Jf7gwZohRA6RhM9m5I3Y9+7dU3QNyoCPbLHy+bS/dtQAACAASURBVHymsqBIiozgCYjik08+UY0MCvVZdkRCFxOQHHPY39/XcRCjTbgoaAq+TUxMZGrtiKTGe+ugzFiRK2SKMdiMURxCeLRt3Yd8aWFfqjWXy6nzOQiSdqz7iy8hDNL1WZism5zPzYlszc/PK5+QSeZit/++IuZRtY9Esm5aEDy2LnHwDd6yEwKZ3r9/X/nj87HSPnJ8/fr1wBWJ58xWKUUmfYYtZGl6ejqIXffVF22wgnfmfxxFRBkpUqRIJ1BH5KP8+uuvvxPJ1v9Fe9i6HyJZm5h3Foa8YfmZZ55RtINhmb6sEdvW0hZJUaLNQu41sa8DgkYTSZGLN0LTxvb2dlCrBVRgkRJaFS3p3UlAxW+99Zb+xnx91vZCoRDUwwHZWLcN0DgozFcghG/VajWw23rDea1WU+3vAwhw8crlcjoOEDTzBg2AQCzi9aF55DHs7+/X77x91TrwgyA9avLVNXO5XMbOaAn5sA7soHPQHijeZ0cXSdce2ycIc319XZ3t33zzzQxPbN0Za5e1fVhUfFSuS5H0EJIwwyRJAtccngMbzEA77CbYGdlcm962SZ+2NpbIIW+5z9feQU7s2JFtL1PNZlPXlh0kv3nXrvn5+YzrkYjIe++9F/NRRooUKdL3pY6wUWKnsg7V2BKvX78uIiFqLJVKqsl9Fm8QCbaR7e1tDSMECdkaMnyijfgNzcdpoq1y6KsIWluKyCEKYjzYc0CEjOvy5cuKurApglbQcufPnw/qK/t8m5zMjo6OBtXsPOJ66aWX9DebaV0k1b47Ozv6G3YltLe3487MzKgN1p/Q2nos8B2+gTrp0+ZMpD0fvsf3NjwRHngXjxs3buiaHHU6LXIoU7RzXE5IbKGNRiNwk6Ed1q6vr0/XH3SOHFvnauztviYN7dldAHZZLxc2hNAnc/FVNXt6eoKQXfJtes+Oubk5vZ/kH+ySWIfu7m5FfsyTdWD+lUpF5ZzfuJ95glSnpqaCeuPIvA3l9WcQ7NRszXLQOH17nvjUjCJhJYOjKCLKSJEiRTqBOgJR+rRLXV1dgTbif3zQ1tbWFLmAHHzyCDTPt99+GyArCI26tbWlmhy7CD5raHWbSBWNhI0H2yff7+zsyMsvvywiKcLyKcEODg70O9pBI9LO+vp6EJYI0S523Fwup2ja+8nRxtzcXJCyy9ovRQ59Ln3KNO/UD8JfWVlRLQ2CtA7rItmEtqAxj8rsDgGkgE2QdbBVNkEKvv67T0Vnx+prWn/xxRdq72Icvs46Y1laWgpqrmO/hNf37t3TfkHQ/E8qu3a7rX3CY9qF/9glc7lckNzB28jn5uYyiWvhj+XJlStXAtSJjyN9w6NnnnlGbZG+pjvj7urqUhnydmB4sre3l0lQLZI+n8jbX/7yFxE53Cn4ukZca31nfZCBT2i9tbWl9lXkgvcGc2KHMDExoX39bzKcR0QZKVKkSCdQRyBK72OXy+U0uJ0TbLSTDVXzJ5Q2CYZIii56enr0GpAM7aOxrc0CLXZUZT5vF4RAcjYdvw8Xw+5nEx3w23/8x3+ISGqHgxfValU1MqiApB8Qbbz++uuazgubFONh3N3d3XqSTYQDp61o9WazGfDWn8aDMAcGBnSsfAcyxHaXz+d13XzCZFsbhTF7FOyjXJrNpqI6eMm4LBoC1UE+kov5W+KEFhse7SVJEtjE4ZcNYUSOQN70Cf9trXnmh3x5f0NQmkiKUNlxENnE2ERSpMsOiDncvn078CDwuy54vL29rfZaEJs/id7e3tb78M8EwbHOu7u7utaMx8u/3d0xLtC0519/f3/gK4tsM77l5eVMfSuR1KfUR+o8evRI+f2v//qvchJ1xIvSG4Lb7XYmq4z95GG6ffu2uoLAVFsqUyR1zVhdXc0c2oikWw7rzEz/vCTYDtsH14exITy8KG0ctX8J+6394uJi8MBzaGIPcHBG987yzJeX/wsvvKAvJ4SIB8vGIPvMR760Zz6f17EyB+aFGwk8mpqaCswZfq3u378f1EVizXkw2L6KSJA9m/atEZ8XIzLA/LhnfHxc58lBHuvJejz11FOBaYfsQ/5lXywWdYy2+JeIBM7vIqks+xfkqVOnlLe+eBovTLt9xOWHF5JXDGfPntXDCL4j7A+zUm9vr27zeXkxPuoJ4WJWKBRUZngBWQd42rBmEJFUsVtl5mPQfby6PcTieeJZ5sXGmu/v7wc5Uvm07kE+/hvyL+kzZ87ouvkicUdR3HpHihQp0gnUEQ7nv/jFL74TyW4XefNjeLduAiLZ7SHbElsLRSRFCWfOnAkQIFoTBHf69Gn9G1QC8rMGarbcNiO6SKqVQB1XrlzR9kBhzAnn3O7ubt1O2GznIinaKBaLql3Rkr7mCojy4cOHigzgBeNlDu12W9GEz28J5fN5nQ/IwaMMiwBBEyAYn+1dJEUKICOuZU4c6ImkWz7Qj98yt1qtoLC9d+q3lRp9VU221ysrK9o/6Oe4EMaenp6gBK2v8CeSyhfr6ediD2j8DgZXOJvMBXTpTRbslqzzu62AaPl2+vRpnRftWOd9kXR9FhYWAsd8X6/K1kCCb6wDz9zt27dVvmiHxCw85xxwXb16Ve/nUNQjw3K5rPxiHWkXGd/e3tZnjWfCO+ND09PTKrfsIv7yl79Eh/NIkSJF+r7UETZK77RtK9Wh0dHCuKBcunRJkRnaAy2JLQqNU6vVVNNh80Cb+Ip/ImGeQDSYrXIIWsSG5ev0iEjg+oNtzOYmpA9cfGyReZFDJOe1LATKg1flcllRDijAZ3S3CIR5MifQ49mzZ5Uv2L9AB9h0Qei2T+YJ2eQk8JBrfHjb0NBQEJrpayD5AyqRFEmCGpmDTT5x3GHHyMiIIjaQLvPyYaw2ByPjYH6sz8DAQJDggoMRrrGuUjYzukho5x4aGtK/ucfX/s7lcooGsWszP+vCZR37RVK5wIWNfra2thSVMT7/7LTb7SAxBQdHzHd4eFjlyofywnN4vLm5qfLh7dLwemtrS9vjefchjAMDA/o82cQzjMfyb29vL7BxPo4ioowUKVKkE6gjECWaHoTTbDaDMERQBc7MtVpNtSraB00FckO77OzsqCahLzSXreXCNWgan+V6e3tbNTJ9UvfaZx+v1+uqxdDE3q5k0RhuDGhQrr127ZqiLtAKv4F2bGgXqBMegHix1QwNDQWnfD75h+WldSsSSW1G1qHd21np29oNffos/gcVTE9Pqx0Nm7MfJ6jj1KlTgTcEqJp2G41GEDAAWgep2jBTn3DX1/9JkuRI26tIytuvv/5a+0TOQFog3ZmZmQDJgNKt6xD8Y1fEc4AtD/nb2NhQVzdsm8iHTdiCDNEHfWIXxYbXarVUxpEr1gE+9vT0KHLEtgy/ONHe2trSNrnf1+y2ya5ZB++KZBPxeldBZIlT/sXFRZU5xsMzyHPB/zYpsk28cRxFRBkpUqRIJ1BHIEoqw4HKCoVCkPgULYSNcnBwUK9H+3jbFqhIJLWxoVn8qWaSJIFdBC1nw/l8iByfoAz67O7uDioXogFBG7a2MgiaOYEcbGp+kC2f1indj88jQlBfvV7Xk0pf19j7dIqEzt78D2q0dcL5hBjLxMSEtunrsECbm5uKtEEgvr7RO++8IyKHNbKtX6JIup7Y3L788svAsZmUbvDv0aNHinrgP2sG+gHdJkmiqNDLJrYzaw8GfREqCP8rlUpQ58enQKPd3t7eAI35U3prt+Zadlo2+TVoHeI58iVWrCcGMujLSPT29ipPWTO8Kmw9J3Yd33zzjYhk68aLZOvZ2ITLIqF3Cryz/GI88Np6OrBG8At5s8mheR4Z++OoI9yD/vznP38nko1KAf7DDByLuebXv/61/s1LgYfY5220JVV91hRbxtUz02dNyeVyKtyMh20OD5StycNi+XK1jHtrayvIt4nA2G0n3zFmb/g+inwWIRu366MybASIyOHBEjzg4edBo0/yEL777ruqWHjZsB42YgXyGbEZX39/v2aroW9qGPnC91NTU5mDBZFUudHe5OSkrrV3L7KHftxvzTQiYbaZ3d1dXSu2d0TtEClVq9WUlz4rD9v+crkcZNTmf69sr127phE4rANzsYcT3gXG5/wcGBjIZCcXSV8g3i3NEu15OZuZmVF5+Pzzz0UkNUFZMxC89U7yKEuo1Wopv5kL4+Q5mJycDEwByIWdp5d3f5CEDM3OzgaF2/70pz9F96BIkSJF+r7UEVtvkBuadHd3N6j9ghZBU7z55pvqaoIx28excu3Q0JCiQq71Du1DQ0NqmGY7g0bFXWJtbS1TxU0kuzWzfSZJoo7IzAs0ivYslUrq7ApC8Nv+ra0t7RNkCroA4eB6ks/nlSfEfHONRYZodJ+PEv7ZjOSgCdphHbhncHBQtb+vc8KWKEkSNa/4uH62Vr29vYogfegbY2fc7XZb+QMvvYH/9u3b2o6v1sfcFhcX5Ze//KWIpIc2rBX8s1tTj+pspUyRQ2Ti82P63c3q6qq2gwM2W1ufkce7W4mk68EYms2myilbbhCWPZzzju+gbY8am82mrjGHJD5fY7lcVjONj/O3SBcEyFrx7PkaVyJh7DkyDY8XFxeDQy9fknZrayvIWwuvfWXJoaEhrfzoTVBHUUSUkSJFinQCdQSi/NOf/iQiKRqbmZkJapZgS7EaA5SDLRDtA0IFvVSr1UwdZJFUI6OV6vW6hn6Bcrjfanbv8uPzA1p7DtoMTY/9xRr9vfHaV8AbHh5W7YpWZAw+HLBer+t8QFNoYcs3tD/ID/7ZsDHu50DgxRdfFJEU9WCbTZIkyDHJ/I6ySbGO2DOtLfW4JArY3GweTX+4BG8sKrOHIiIposTFrFKpBBnEvQ0PunLlSpBRm2utbHp59eGnNpMV4/CO7NaWjSwjH+xSmMu1a9cCp3QI/o2Njan8gyR9kAcotFKpKEpk1+ATXpTLZW0PFx9QNfLygx/8QBEkOymuYZ2to7cPKmBc9hDQZnUXCZ3TkyTR+5FFmxXftru2tqbI2ScnOYoioowUKVKkE6gjECWaCmRkT+LQEL76n0VyaBiQkQ8/W11d1et9HkmcWEXCusPevWRzc1O1INeCNkEXjKFcLgc1YJgDtp9qtaqIDx6gWS0q5lSV+fi6ILZ+tbVLiaRa3CJgEJ5Hqtident7FY2A/HwNcTTzUTVbqNPO+D7++GO9nrH6pBv2lBgk492obGIUn0GcdkBXjUYjWD+fW9PKEOPyDtk21ZgfB7y2tnHki/ngYsO9u7u7QV0eG3Zpx7K7u6tj9K5gPBfVajU4Rcd+zrrUarVgp8E4bbikyOHag4L9CTK0tLSkcwDVMQbrzsNY/Sk37YKKfcIKO3bIVliE3z5n6u7ubsZeKZLymGusWxtyQYXLF154IRgHFBFlpEiRIp1AHYEosT2AMoaHh1UD891RJ1ycRqPFfB0W0FSSJJmUayKphrZZuL3m5Bq00+zsrHzwwQcikqIx0AVk/e58wllQJ1q81Wrp6T48YJ4+4a69n3mBTG3yYZ+swCf7LRQKioL59LYoe6oJOqdPUAD9tNttnSc2Ynhkk0fQNmgHTU9auNu3b6t9z4dAskbQ+Pi4+vF5R2poeHg4SJMHT5mTDUjwCIbxWrQDT9hV+EqSIukpN/wHLdp7fajscQlye3p6gqTI2OVpo1AoBCnmQI02yQjt8DzxPHAN65HL5YJs4PyGrK+urqptEtlhHbBL1ut1RX423NL2ya6g2Wzqc+3Tq9ldAfdj8/fJRN566y3lD2OGT6wj8ru6uqpr7n2Zj6KIKCNFihTpBOoIROm9+re3tzU0DTThU4098cQTqklBCmhtmz5e5BDpkJINon202+7urrYHivNV32ztEV/eAbL2GH8CyrU21M/XjkGDWsTL/fCJa0BGIIAHDx5kSiHYa6Hd3V3V1teuXRMRkTfeeEP7Ejm0r3kfS8buyyFcvHhR0Qkn4d52+vTTT2uECX37FGPWEwDfVsbjKyTaGuDsEHykSaVS0f7xZvD22uXl5SB6BPKVA8vlcuD/6K8ZHx/PXC+SokPW45NPPlGUw7ywZ/rIsFqtduQ4RFKPB/u39xSB1tfXtU/kl9BK2mV3YStcIqcgQxDdlStXdGfA2P0pdW9vr64XMsn9n376qYikNsGDgwPdLUG2fpbI4brSB2sGkqTPmZkZXWPrZ2rJJk0B9f9vEGVHvCjZDvDg12o1ZRxCwG8cogwNDelBjA/xw1Btt+Bcw/0IoM14wxYKxiG4tHPnzp0gNx9CycNtM994p2peJLZ4mXeEZ9uKgHR1dakjNqYFyIefffnllxpaiVD6rUi1WlVHW4SIcERbk4b+vfkAnnDwsLa2pvczl+NCIy0dFRfu802y1fOHMe12OwguwCnaFkGzhxki6cPHOEdHR7Uv3zcPNy/i7u5ubRsXHUweVs44vPElUJG33d1dHYdXpD6wYHV1NVCc//Vf/5UZX1dXV6bMs0hogrLmERvnLpKaH5ibLXiHvHKPdeVCMRFIwPNqt/j+YIv7MbdYs5V/3iF4U61WVZZRsv65T5IkEz8ukipH1oN5v/rqqypD1gRzHMWtd6RIkSKdQB2BKNFCaPqlpSVFXc8//7yIpCgRLfDgwQPVpD7ZhDfENxoN1cBWs4ukFQ77+voy2axFUnSB5urq6lL4bxGaSLrNBCWUy2WdDxqLnIc2Sw4IF3TsEzhcuHBBtbdHdT7g/9KlS4qeQDb8bzU+v3lnbXuY5bONQ77E68bGRpAliTmwdX748GGAOiHQgZ0naNYb/1nn6elpRaSsI2tns0NxPe34zEXDw8OZ8EMRCcJiCWX84x//GITXMW97uOCzIjF2xjcwMBAcrMAv+kRerPuS38Za8vkU7cEMBEq1iWJEUhnANDU6OhoEUfiw0/v37+uzhTwwBxB4pVIJ0DDE/4QMDwwMKJLEJAbysxm9PEoHNdoKpvCHXRM89Yd1c3NzQfanx1FElJEiRYp0AnUEovSpy1ZXV1Xb2DRoItkMz6A3NDNajk9sIIODgwHig7Atjo6Oqt3Nh3lZZ21cL7jWO7KCMh48eKB9+UQX3FupVIKKctB7772n8/aOtWhdPwc7dzQ8NlU0dKFQUATikycwPmsb8/z3mcXX1tYC1Am/bMIKkJYdq0iKdNbX15VfPhM8n/BeJAwG+MEPfiAiWXQHovKHTdZx3del9pnAbTCDz83JPTaXJW4yPrcp/O/q6tLfWHtvg7UHW/DdO4bbwzTrHsZYRVK0bsMx6Yv2kBebcMQn3vDPw+zsrMoF84VPHPYNDAzogZHfMR6VZANZxJ7PXLA/Xr9+PTh8YffAbtPaYnGdg18cJlr58K5Sj6OIKCNFihTpBOoIRIn2xk5SLpcz6FIkTN3V09OjKAxNh23HoyGrPWxFRZEUpczPzwfJPiEQ7y9/+Uvtg08/LpsNHUKjMx6uvXPnjqITxueTnD733HOBLcwnIWX+PT09ihBsOKKdd71ePzK1lkjW+d5nSmc83iF4cnIySCZLn9hvW62WtgPa9PblfD4f2OZ82jDWu16vq3uKt1/aEFCf2IL5WlssSMonafZ2yO3tbbUxY9cG1dlEvqwxcgUKsjWLGCvj4xTdJxEZGhpSm6lHmzY1m3fNgUCUIyMjuhPzNmJQsnXw9jsf5mITKCN7rDEO6LYf+ILs+QQwyH5vb6+25+XMJvxg3fjNV0s9ffq09oGssJNhp0Dfm5ub+h1r/TiKiDJSpEiRTqCOQJTYpqxfGRrTO2RDNo2WD3PEDobGOXPmTJByC61kUz/xN3YRtA+nbSsrK6rx/Gk1SAYUND4+rtrbJzKwZQzwu2TMoDLsTktLS6pJac8nUcBGtry8nEn4K5Laq0AiNrQPjc6YoZ2dnSBtGfwC4eMLd//+fdXaIGUQhEX02Lm8w75FlNznbc+sGehidHRU7VTYyHxYoU16cO7cuQxPbbkOrvn973+fGR9j5/R0dHRU1wo5gTfwOJ/Pq72M8bB21g5mneJF0pIZyAUocnFxUdumPR+e22w2le+vv/66iKTrANq2KNb7unovi3K5rPPEp5c5WETH/fj4epRs69eAqtkl+lSC+/v7ug7Ipk87aMNqIeQC+dvf39dnwzvz+6qO1reak/HHUUe8KHngbTYRHgrcSnhZ8WD09fXp5GGuN4rzAmm1Wvpw0I7fptCvSFiOFIE7ODgIsrn4vH72xe6N4nwyz97e3qAIGNtfXmL5fF4ffh4AXtK8XNk6jI2NBTkr+Z8t0alTp1Tp2NKddt7r6+tBoTF4zMNiS4cyLh4IHhbLa75jvvD6q6++EpHDh5l52mxIlqes9/LycpCZBr7x0CwuLuqavPvuuyKSrhEx6c1mUw8WfFw/c7IRTsyPFxmyaR9Gf+CG24t1WfOZ3G3cvOVNd3d3IF+Mj5dErVZTPmMSYJvPCyCXy+kLBwXFWrMujGF/f1+vYe6sPWMZGBjQsXtzF/NcXl4OHPI5TPOx/IVCITgshLjmypUrQZQTc7KBDZ6X0FERTbTjzRFHUdx6R4oUKdIJ1BFVGD/88MPvRLJ59PxWAy1k62bYTCAiYeYdu2X24XAgONBAPp9XlIRGRyOj1ayLCKgOlIO2Q5NVq1UdD+jwqDK1kHdutwcPPmszmbFxhraF7tmughq9g7x1iYG38A+kVavVgsMNrgXRYHy/cuVKUEUQAnmNj48HrioeKeVyuQBNgHjpi7klSaJrC5qAb9aJ3u8wbHYkxuuzqHMtfdoywj7rkK/b09PTo9eAbK5fv54Z3/7+vm5BQTRs10FpfG9zfbIOtM9u4uDgICPnfGf7LJVKKss+Uxc84tm7cOGCjse64tnPkZGRIK8oMgQf2+22PiOMnWeF7xnv9PR0EEboKwgcHBwosvUy5OPEbZ/sDOxBIMQ4uGZycjJWYYwUKVKk70sdYaMEbaB90eIioXMpmmd/f1/RDdeg8Xwg/MjIiKKyozJqixxq9aMyOdOXyKEmA5l64zgOrtxz69Yt7ZN7QHVks6nVaqoluY+5eCTHPGx7XmvW63Vtj9/gm83qDXrwTu4g8d3dXZ2zdwQG9di8gz5nJQTi3d/fD3Ic2gzpEH2CuI9DhKurq0HGbtaVzD7lcjmwDTMX5l+r1eSPf/yjiKT8ZzzeKfz8+fOKRnxVR+yRNuGFrUApIpm61aBBDrhANvDPoh76p3727373OxFJd0SNRkP++te/ikhYKRP7a5Ik8s4774hImjWIsfu6MZubm8G8OFyzhzD87Q9dyG7/wQcf6I4CviOD3l44Pz+vPGUdsQfjdrS+vq5rzg6PHQfj3djYCNA06J1x2oqvvkLm4ygiykiRIkU6gToCUfoTs+HhYdUwPpUYNpAHDx7o32hiTsS902qlUglqAfu+BwcHVTP5RAtQpVLJuCJYQoOhCWdmZhRFeHcXmxsTuyCa0Ia6MRbvkoNmph00a61WU8QA+oR/jLderwdO8jg8w4uxsbEAUTIuz7dCoRC4BWGLxSXmxo0bOh7Wwbul5HK5gKfYnkBG8GFiYkL7YhcArxnX888/r+iE+0Cf7Ca6u7vlww8/FJEUyWCX81Ui79y5o6jLBxAwl3v37qmrFSjbJ+Lo6enRE3ra8zkxrZ0TpIaLE+NkzSwfWSOQErJl5wwvvH0VlDYzM6O7Bfjuc2KKhAEXyKu17bL+3qbr6y/19/frOuJJwDNN+/v7+8oLbxMHmedyOUXVyL2vQ88Zhw2B9kldjqKIKCNFihTpBOoIREkokT35vXHjhoikGgCydZdBLvhneado7BHlcjmo3IYW4X/rs4aG5zdQ6P7+fuC4yjW+uqNFAz6RKshhcnIyE/4mkiIuENj6+npwEuszr1tUASqmHeaC9rU1UfiO037rZM5v8Ns7f2NPts78PiSScX355Ze6WwAJgqpsyCVtM3fmAm9YX5tc1tsmbeJk1txXXbSZ8fmb+0GdHomIpDuW4xzPh4eHA0d9n1m8t7dXZQgZB4X6zOdTU1M6Hh+Wa23Yvsoh47L+mIzdhzvSJ+h2dHQ0CKLwtvvFxcXAT5c52KAIH3LovTew1S8sLOicfSgwKHRvb0/HClLmGhu8QDvM3dbhEknt3wMDA4F/7uMoIspIkSJFOoE6AlGilUCP7XY7k9LJEhqiUqkoogJZosW9P+XW1lZQb8PbS1qtVpBuzGvSg4MDRSnYsr744otMX/Y01yfIhdDe1lbj/Qqh4eFh7dNHG4DOvP+d/c2fTq6urira9MmHqR8ukvrpocVBVpxkcspv50G7rCfjuXz5svLAnwYfFUkBIrKhgZbu3LmjCBD58PbNZrOp94HEQbE2CsfLCijF7lx8+77EBPdeuXJF3nrrLREJa09zba1WU/uiT5jBNTZihGvgra+5vbS0FDwr+NliI5yamgr8CPmkT9b+yy+/PLZ6qN2t+Gguz4t8Pq/ID68WX2mRMhKXLl0KIuU8IkySRNfKhwZbWQKtYqv0HhPwbW9vL1Ol9STqiBclIXjWKRo6rsCRzersswexELYWDw8+Lg9cS1/NZlMF1r+c6bu7u1vb5uWM+4FvXyR9yLjWl/a0YVkQD7U1krPIvqQtBnqb+YX2mBfX2BefN3hzjXXv8fkUedB4YJnL6uqqvrR8WVLWZXBwUB942vNbpIODg8CpmvXgxcHWfmFhQdeIbbkvaNZut3U76LeJPLgDAwMqIzYvgEhYFOzBgwfah9/qcvAzNTWlbjisic84f+bMmSCmnRcS17D25XI5cIhHPmxYoc+FynrAr97eXn22jioCJpJde+82Bm8sH+0zYefAS7VQKOga+0MYlKzN3epzKPitfLvd1nH4GkhQT0+Pyh4yhJxiKoKsm5xXxEdR3HpHihQp0gnUEYgS1wcQRLVa1QB/tho+6YT9zVexQ+uioXt7e4Otht/+nD9/PnBU59P26Z2rGQOIzboUoanQ2qBYEKZ1wkYTo1E5HLJZcEBjzvWCewAAIABJREFUtOMPWorFoo7rySefzIwTKpVKOofjsiQtLCwEzt5s7727VrFY1N9AXD4PpEiYlR2egNyGh4cVGUEgBlACCClJEs1Y7TOug7RshhuQjD8YaTabimh9qVefv3BsbExRHQjJBkaIiPzqV78KzCOgJ/jWaDQUtbJN9JUgbcgs40BW4Nvbb78tIocyYBNR2Dlwz9ramiJAv66sFQei58+fV7cgvytBJhuNhvbp0Rhjr9frmWqjts9PPvlERNKd2rlz5zQ5ik2CYSmXywXJOlgb3OR+9rOfKb9AkuxWQaa8V3p7e/VZOypBjqeIKCNFihTpBOoIRAnCQrtduXJFtQQoBWdrW0URBIoW9zYLkKVIantCG3k3BBv+BMp8nO0OVMf4/EHG1NRU4FTt3YNsiixfQdLW/qAvxnXcwc/29ram8AKdgAJs6KXli+3TIlzftrePgoasK5FP6cb8h4aGgoqUVNe0tiR44F1XyNdojfeMw9sWQdcXLlxQVEHffj3q9XpQj9qvETuFoaEhlTOQkLcJ3r9/X1EKaJPDL9o7c+ZMYLOD4A1yODk5qYjN72RsLWvmgCz62tb7+/vajk29xm+WN7YePdd4l7iJiYkgJBUCmX799ddBJngcw7GR8yz29fVpNUdrb7dk0bXPQ4m9ulgsag5N75YFr+FtoVDIPPsnUUSUkSJFinQCdQSi5BQS9w2R1G5pU4iJZB2zfco0bDNoJU7ObKU6tKOv3NjT0xPU50Gzonn29/czSUJFQgTi68ZwnyU0WH9/f1CVEBubDT97+umnM9eACH2Y1/z8fCY8TyRFENhqrIMy88NOaBEd8wDtwxuPgu7du6fj8yF41qEdxAfKgf+s59TUlM6DRAhUogQVY7fa3t4OnKFBCiCd+fn5IMs1/9uKkPzGGvss8oTU1ev1AJXZBMwih/LGdzhtg/Zsqj12S7TnT3jhyfb2tt7PmvsEH5OTk0FNeJ9KrVwu61ogB363hCzYE2gQqneERxbsfcgJ7Y6Njamc+wS+PjRYJH1usCODEkGIxWIxSJ+IvFr0yH0858grzy3rwFztPB9HEVFGihQp0gnUEYl7P/300+9EUv/CgYGBAM2hhWwKLp9Mw5/kgap6e3sDu4139iUlmIio0zBIFY2/urqqKABHc07ivE2vq6tLPv30UxFJa05ja2Pc1Wo1SAeFtoRseJVHwf50s1ar6W9oduxezPPs2bPKA1/xEbvjwMCA8tk7rFukS99+zNxLn2fOnAmCAkA2nICOj49nHN5F0jRcvjyGTdoB2vQntMViUVGhD1fFhjo4OBism0+9BVp59OhRkILN18WxgQ2Qr+N06tQpdbTG88KHTVof0+NKcuBFsLe3l0kWIpI9Bfbz8rZYUBkyatMPMk7srTbNmkfyyB00MjKSqbctkvKU+dqa6vAWPnEN45ybmwsqs4JU+f+1117Tcfma6ciQLe2BPZl7nn322WMT93bE1tvT3t6eHtr4QxJeDiMjI8oMGOUdXIHUo6OjGcO2SLbcqsjhC8pHmPCCZHsyMzOjLx5fiJ52GOft27cDFwf/IJRKJRUI5sCDyUujXC7Lv//7v4tIWOLVG+T7+/uD8rS4XfBAnD17NtiyELtM+7u7u3of8/KHCnb7RP8IHi9KeHXt2jW9Fv54Z3kb3++3c0c9jMwPHtMOyvbpp58OIi74nxf4wcFBpm6LSMpTa6pgboyd8fCi44WwtramW0j4hZywzdvb25NXXnlFRFLFxHp4t69yuRxEDLFW8OiDDz7QFz/3cw9b+KtXrwZllFkjrrW8QpmxRigEuz1HYfrDR154e3t7QZ0fnl3/kr53716w/UWWbHQRcsaLl202h2l7e3u6Fj7qzGeD6u3tzRxgiWTBkqe49Y4UKVKkE6gjtt7Xr1//TiRrVLVV4UTS7YQ10PM3KMJnGgIJvvTSS4Gzq481LhaL6r6ARkezWuSGBkWrgUK924ytyAcK4DeuvXXrliIjDgjo+4UXXhCRw8zWOACjrb0Tsz2k8JmKfJ0e68Dut9GgnoODgyBzEuMEZdiKkvztw9lA5js7O4FjN2ttw9F8vkfGAOqz6B9iPX2Nle7ubp0zY+Y+0Lt1nPaBCKwrPCoUCnqwAP99Gd2VlRVtz1dhZHdiQ2/hgS/faoMOfPlcEKrNUeBjlpknCL1YLGof8IRx2gw+IofPEAiNMXMPPLLPHnPAlMWaLS8v6/p7JO8PQJMkCfLP2sxH9ON3CD5+e2hoSAMRkHsr07bvZ555Rn9jV/eb3/wm1syJFClSpO9LHWGjxL0BzTU9PZ1JViGSRX4ih+gCYzNIEpciNB/aslAoBPZBUBBIpNFoqNbmGu8K1N3dHWTWph1sUzZci7H6hBDQxYsX9Tc0M2iCOd25c+dYOxDowh7GcMgE4WpD361WS9EIKMKHmC0sLAQhaj6ZApq/VCopcoAYj62YyRrbWusiKWLb2toKHKZ9lT3mPTs7q+PBodvzcXZ2VpEV14CUQIRzc3MBUoMXrIM9TPC7CZ9YQiTdNfgs+8j2yMhI4Epm3ZVE0h3S4OCgto38Yoe0hx3seJgX60r7dszYKnHpAg3Dh+HhYXUaZ1z0BbVaLZ0fY/Y5XJMkCZA8B0o+RPjRo0cqkxzY+YPZrq4uHaPdtYmktsq7d+/q7g0bM2v2zTffiEjWsd4nJXkcRUQZKVKkSCdQRyBKtBBH9+Pj46pV0WZoZltBEI0CovFuQdgg+vr6guzlIC1cgVqtlraDfcRqWZFDLQUyQ4v7LOM2pJHvfDIF7rUhl++//76IpCeo2NHK5bKiAMiHDNpUXMwL5AEf0ajWZcSjdVBUf3+/IhjGg6bG5gbvi8Vixu5m58lp7NjYWJAFHd7SXqvVChJuWAdz/wlCxXYNUrWJKuCzP60m5VaSJNo/xDz9iW2pVFKEBArzCL/dbgfoBKRka0/75CvMG/soSM66XvkELTb0kjH6XJh2p2Ad1P//9s4fNK7sCuOnsCYwUjECSwFJsGNYyWALIkEkF15Yu7AXbMPGhRMIC1GaNEmxKZI6TZqkSALZYrfJBrIpnGIJ2Ia1A1YRBWIv2AHLINkgGTQCSwLPgmYg0kBSiN+ZM9+VPWFJMcX5GkmjN+/de+5993z33PPHrMuC1eVpdXW1sP1jP6cN0Skd7wzs+9xvamrK3wX6q7KgLfV6vXByx50neh3EtIlmXfbJztKsm8wElqkp9pDN7u5usTN4E5JRJhKJRB8MBKNUB+j19XW3b6HNQNSA6sCqCUzB+vq6azG0CKdjaLvFxcUiSTCndGiwmZkZ18ywOJxgOX2FjT59+tSZmlZEjDXBYTSatBhWcZyNMmbANusy1p2dHf8+P7X299bWlrNKDWejfTHhCCwbOWHX4Znr6+tFqKCGqMWKmdjq9HQzMnANNqDtjN3Dhw/dTkXiBa37HlkKgNFwn1OnThWhlYyH+u1ubm4e67SMvAAnxcxBEkAwhyYmJrzttIeUeMwB+nDu3Dmftx9//HFPO3n2559/7vOWk2PGg93AmTNnivR9vF/IPGbAV/nHtG9mR2xPE4Ro/yNL43s6jszxjY2N4nxAx6parboM1U+UOTo/P+8n/TBL5i3PYt6dPXv22FDK12Eg3IM0Muc4Kqxbv9nZ2UIIGuuKUL773e8W2U5UcOvr676A6BYhRvEwcCwKLJhMPLZPn3zyiS/y0VHXrOu6YFa6ILHgstA9fPiwiGlny8LiE11b4uGDWRkZMjIy4v3iGeqsferUqaLwkhrvY+Ymdc2hXSyCz58/dznRdnUwHh8fL2TBC8bLF+PMtcwDiwvPPjg4KMp/MEYakWHWHUe252rWMevOB+bOcW4uKjfNA9lut/35tJm5pE79sRSwZvVmsbh3716RV5E5zX0WFhbcRME4ajtjNBAygHiwUHLfb33rW0X2Jp1LcTzVlQ6ZokTu3bvnyoc2856jqO7fv1+UMGE8WPzn5+eLtUAj6ZDR0tJSsU7cvHkz3YMSiUTi62Igtt56cNPpdIpcf2gctApazqyk4GyFOAyo1+vuLKyA9czNzbkbCVsZNdovLCwUcdEwN7Q6dH5+fr5gWsR6xwMbXJhgHrSHNkxMTHixKJ4Bm6BdPHN7e7s4+NEcnbFGD3JCa/OzXq+7LGhXdDWJ3zXrskug7H9ubs6v1zK1oFqtOqtDxownfWJOxBhoWAVjpYd2Zl0XJHVhabfbPfkFzEr3FPp//fp1lzsMBPYSD1+QN8yIfiO/oaGhoqQwLJ12wSKvXLniwQY6v+IcUpYZ3W7MjtxmYNcwcGTB+xWZJaw/mmLMeov36cEboJ9379719492wCDpQ3yHYbx8X4uXLS4u9gQKmJVZjR4+fOg7Ov6H4z9tJ6Y91r/6X5CMMpFIJPpgIBgl9gM00IULFwpXAC2bGu2Yx2WOMesy1Z2dHdegmsQCzTg+Pl5UetRrItNCy/70pz/taReMbWdnx7U1DEFzOlarVf8ezIhnYc+8du1aT55Os66W1WqAjx8/drlwQKBVGWu1mj8TFqXaO95Hqy7GDOJmR7a9aHM1KxMtbG5uOnOOQQX8D8D8eMZxWY1oL6xMD9GQ21dffdWTm9KsyyZiHk7aAQhaiKWT4z3MrHCHop8vX74sXLZAdFHSOjP8T7NNbWxs+P/ICE+fsMVevXrVx0bzPjKe0WE8ujuZdXcRoNPpOGNT9zjue/fu3SKcUDOJX79+vcf1y6w75sgUprmzs+PjqXWc+LmwsOBt5z7q2mVWurzRTt5FGPX9+/eL8NU3IRllIpFI9MFAMEpYI/a+J0+euD0PDRAddoHWxcAJGXaB7ez06dPu/Kxhcnz3yZMnftoHOJX84x//6N/VdGpa+B1b0urqqj8LNqWprqL9UE8j42mp1kHmWq3xfPXqVWfR9B1ZRLuOOvhrKF6j0XDmrdUTlflWKpXiM3W7WFtbc7ulZiLH1tZqtZyd0z+t3R3dqmBLejIO22g0GkWFRu7DM6empnzOccILywExhZ8GNKj3wOHhoY+x1sXhuysrK25H4zOYkeY2jbZ6dY6OdV4IOYT5YfNkfnz7298uElLASHk2bHRmZqaw/Wnyj/HxcZ9Xmi+TcWm1Wj1hs7E9ekI+MTHh/WP3wDyJsuU94lmMOe/HyspKsYvQFH0w82az6c9Su/5xSEaZSCQSfTAQfpQ///nP/2NmPWmx0Ox37twxs67jOWwgnsJyYgYzRdNjlxgZGXHNzKlmrO1s1ssYtIZ4TKABY6EdaC61fe7s7DgrhkHQBmoyt9tt/x/94XSePvz73//2dnENzIM2gNHR0aIOjmYxf/vtt/13bFeahKLdbheZ0rkvNtroQ6gpspBBPNWE9SrTjem61OGfcUBGsSYPAQPKPGAx1WrVHerVDxMWFdO/qcM/f/PMZ8+e2dLSUo+8YNsxe7kGDNA/5vY3vvGNnlo2sb8gMjr6h01Rk6bU6/XC+0GTiFSr1R4bq5kVTuoxiYQyPmzHnMCvrq4WqeaQF23Y39/vYalmvXWDooyq1aoze2Siqed2dnY8PFed0qP3AYyStYBdIfKLaQeZ/7xHd+7cST/KRCKR+LoYKBsl2uT27duuJbAtosW5Zn9/39ld/MysTOC7v7/vmhPtf1zd65hyzayrAWOkCVpa7S/qv1er1XqiJ8yssImcP3/eNSesAm2OrXF2dtY/g5Vg69GUZS9fviwiE9RXbGRkxDUprJ3vw0Tu3bvnGpgEEuq/GhmFRo0gP5jv9va2a3q1A4NKpVKcWGqiERjEwsKCM11NzwUzunz5csEKmWeMp1mX4WpNHy3BEMMh1UYWw2q5N9cwH2BVT5488e/xDOQUKw6aHcmY/iED5nYMB9QUgtgJue/y8rK3X31x8RJg3lQqFe8DMtbQyPfff9/ZNDKGpfOdZrPpu0Fs4RrKG5kvOxXmGXLjVH5mZqao+8P7zvv1ox/9qDjJ1qTB9K3dbvu9/xd/yoFYKBnQWBaWgcSAq4c61WrVBc62nL+ZFDEDCeGJuq2L8deaczE6OJsdCZkJwbZaY4OjUzOTmcFiG0Cx97GxsaL+jW4rYoF7jX9lgkQwKbVsbYyTVid0JhzPrtfrrkA01l7D7Gq1WmHG0K1krVbrybYd24WMR0ZGXBFo7SMWP5SmWZkpikmP21KtVvPreQaKioXKzOwPf/hDT5s5QGL+8Z1qterjh5JU5fbNb37Tn6mZ+Rnf2dlZl/frMsMjx+3tbZcXyk3NG+122+/Dgqb5H6M7Er/TdnUPWlpa8u8BdVLvdDpF8S/GI+YjoNSv1q9Rk1atVnPFq7llkVvMF8AYqakhmhdQ6K8jDO122+8dC6q9Drn1TiQSiT4YCEapzsxjY2OumdBmWuNme3vb2QOfseUAHOY0m01nFTAu7suWpt1uF5lZ1M0oJj1Q9wOeFTUr96F/WqHv5s2bns8PNh0rNJodbcfQtnowADOMGZ5hFTAlrkGj7u/vF7VfuCaaEfifJqqAiTBWzWbT+wMLUwf2RqPhW1sdhwjN38mz+Q7sp1KpOGtijGB+bO/u37/v1Q7JV8j9cBMaHx93ZoazNyydeRHL1qos9cDh/v37hXuLOk5Xq1VntMw35IQpCTPT2tqayw0zCXKLyU80RJNdDtvqWI+ItvMM2ssuZ3l5uZj/6gI0Pj7u8tfDTJjc4eFhsUPTHQNteO+994rwUkXcBcDSYZKw+Dt37vh7o9no+RlZLPMgM5wnEonE/wEDwSjRttHGojVQtPLgy5cvndXwfTW8o7H39vYK+wjPItSv0+m4dtVwR7TT8+fP/dBANR/GbdhnTFWmbBEb1fDwcOGoC7ABvfvuu66J0fCanzKGJGo/Yc6wzosXLzqzjSwTmfI3/dA63Hw3Mn3GCnnBNpBxzMKt7lmgVqsVoXKMq/bh5s2b9u6775pZl2VySEf/T5065d/X+8JkTpw44XOEvJbqjgNL/uqrr3wuYm+FvXLf69evF/ZQbG1gb2/Px5P+0D9lQ41Go7CxMVYx2QbMimuRP3My1vRhnjG+audbXl521kp/dacV7ebsNNQmGMOGNQSX+QpLjAEKsc57xOjoqIer0h92CpxxxKqiyBRZMhdhwNENKjOcJxKJxP8BA+FwvrS09B8z63EohRloGjO05e7ubpGkVp2FYWCdTqcIgcSugVtCDAnj5A0tjlY6efLka520AVo8Vh6kHRrK2Gq1iszrseYO/UU70kauUXtms9ksTvf0vuPj4z1hlmZWVPrb3Nx0hkCCBtoO24jJRGIyDbOuho9QtyXV+O122+/NZ7QBdhbDE9XuBROMNjxNQgLzhYWurq72ZDuPwM4XT3U11Rw2QHD69Gk/GWd+MV9oQ6vV8nlx48YNM+sy508//dTMej07GFvmFWMEM+e5Zl1mRBtiogpN0qHuVZEtxt/NymTBtVrN5zDjqNVI6/W6fw8mCNRlKjrNv87jJLaLuYj8I2NFXpqwl3WDs4Rz5875HKYPd+/eTYfzRCKR+LoYCBslq39MtKChR5rgoNVqHWvnMuvaOWLdF60sB2NA650+fdo/0wpuaM+1tbXCmR1/Su6L5t7Y2PB7w3rUVtlqtVxzXrlypecaZDE5Oen2KE4fNbFB9OdDljAQ2kDfHj9+7G3V0+VYCQ8bIMAnLvp30m/YCSwH1gPTHx4edqYHgwe099y5c671GVfsezBL2h3LSGC7Bsg/1vKhf/xExidPniwCB/g+9jPu8dlnn/lchKXQLthju932/jD3uC8/x8bG/BrmOGP1/vvvm1k3CUu9Xi8SVDAHogz+8Y9/9PSLk3zY2MrKistUE6xwTXRaj2UhzLpsjLGbnp529gs71HSDtVrNQx4BTBkZc99Go+G/a+gn82Zzc9P7DpOk31wTQ3iRG7ZnWDzX7uzsOEOO/rmvw0AslIDB2tnZcaGwTWRAYplUHJERKpOe+7DgDQ8Pu+BwoNZ6Jc+ePSvifTW34Pb2tv8P+o9jNlss2rCxsVFEHB2XhzA6gpt1t61RCbCt1JhqzYb+4MED+9vf/mZmZh9++KGZWSGj6NKCTDDIM3Fu3LhR1NFhomnUx+zsrC+eyJL/RVkgH40CijkF6TMyZevIix8XCSY348j2kwWqUqn4s9j6aa2a2EbGge+g3GLdF7Z43Id+xnnDWMQ4ZmRgduTCxSKsdZyQP0pqb2/P20O5YTW3RJOBui8hi7Nnz/qzNLPTcc7umAR4FnMoBm38+Mc/NrPuYqeRMA8ePPB7Mn7IRA9qGo2GF+lT5/bjSvfSLzWFtFotn5/qfM87xBybnJzsISP9kFvvRCKR6IOBYJQY6dF6t27dKmKncZKOpVWh3rALNJe6oDx+/NjZFxoKDRMZCSxC8z6CxcVF13hco060bGdrtVrhCH+ce4rGI+sWqdFoOJtD82ldFmS0uLhYOPkiL5x033rrLdfIbEM0nPDx48fFgYyGTyLHhYWFooyuxh6Pjo76gUw8hIjPXltbc9nBLnAIZhxiJnvGHNnwzBjax2fxoC7e7/z58/bRRx+ZWZnhhq0tYzc/P+9jgqkDGUWGynYTVsZ9YLybm5s+hzhYYC5y2BSDGGCfapKBXcdDTQ2pjDkQ6AfbVs3BGOc6JgWu1Wqf29vb3lZ1E4pskX4w32G/vO8w1cXFRX9mDAYw67LsVqtVmN/YEdHvWDFTK0DqdxqNhq8JuJa9CckoE4lEog8GglFqPZx33nnHf8d2B/MgN2Gj0XBto6FpMamA2RFzg+1oUgyuaTabzr7QdFqfenJy0tkJByzYjtDesa40feBamAea9uDgoAgX428Y9P7+fuGCFJ16zbraMtZjQZNiT4vuRrAe+hLrP5sd2QhhDBp6iNx4zubmpveT+yLrqM3R2txH7cHVatXlogwBZhhtx7RPnfjjYRGMjzGB9dDPWPtbmS7jSZ+q1ao7mmtIXwzLpM1aMxp7ea1Wc5aouwjNfL+/v+9jFCtkmnXnPHMgygLACPf29rx/2NYZc5y2mSfRXsez2IFgTx4ZGfFDTd11xYQr6lBP+8hIFZOowDYJO0WmMSmG2se1RvzGxob/j3nAM2DvMWsYuxJ1DTsOySgTiUSiDwaCUcYaJmZHzOvatWtmVga1k9m62Wz69b/61a/MrMt20GQxG/fr6p2g5YaHh91uAwOBHUSNxffR5JrhOZ5Ww7SUmYJOp1O4OKHd4v3UtomG5hruf/78eW8XNh80M6xscnKyhw2a9SaS4L54B6gtlmvR9Lu7u84W6Ys6ssd0cpx+03b6NDMz4/KHLb4uT2C1Wi1YCnMhMqzoBnRcHx49elRU69PTWw1iMOsmHNGkInt7ey6DWPkwyqbdbjszYtcAC2KOwnRi7lDkTR/ivKNtyEB3J3Nzcz7fmdO/+MUvep4d813y/nzwwQdmZvanP/2ppy9bW1vOQHkfeV+Z86Ojo24XVxnEAA6z3p0QHgqa1X5kZKSwdTLH2U00m80i/Zvmo0R+c3NzRZq7NyEZZSKRSPTBQDDK6PRtdqRpYBWcRsIOcc49deqUsyQ0sNYgQeudPHnSbSpoVM3IvLu765pJa77wndHRUb+Pam0+hy1wjwhYEHai2FYNZYz3wY4E2yG9nDK5g4ODovofzANtPDY25r9zrSZKmJubc9ucnsQel0QB+4+eLKK9I+tBbmj+mOYOcE3MHE67ALZh5E74K+1aXFx02cKUYd78PT8/35PV3axry6J9zIH19XWfX8wZ5hdt39nZcXnxE8aGTbDdbhe1nZgrOOjT71g7CrnzbD4fHR0tajLFOvRmR76ufJ/5RVo1roUJzs3NudyYA4w9ng/T09M+Z5hfWoFzaWnJWbDKgPHk87/85S+F94jWdo87L8ZEd0btdruoL868w17LetJsNn29gdn/4Ac/sNchGWUikUj0wUAwSpLXotVWVlYKO4TWUH727JlrR5iC2q0iE+GkUf0g46mulkjgb579+eefO6vBPoW9SmtRnz171p+lyRNiQlpNugpLgeE8fPjQWYTa7GDX9GF4eLgIMaTmM2g2m0UpAxgg/RwbG3PtDzh15eQeBjAxMeHsCxYAy4PprK6u+rgR8qlVAavVamE//v3vf98jLxjK6OhoT1vNyiQbz549c8aioYwxrZzW8GEu6an81atX/d4aZheTlOjcY/7G+RHTz5l1bak8Cz9Ss5JVw4hinXDYpZ7e4q9YrVbdXsg1GtVCv2dmZgo7KP1F5jHJBn0n3DSGI/OO0FZkwTyB2ceEFzEJdWzny5cvCxunlnB4+vSpv0dcw/dpb4yg4zPm6ZswEAsl22oWlOvXr/vEx+WH7S8v6nvvveeC1px9THK2qLu7u4UDaixbadabkZwXCaFGJ1oGAEdlFk6+Sx9qtZq/2CwOmnPyn//8p/+PZ2DM5u/l5eXCfUfdgqITOBMVWdAG5HZ4eFgUOaNPyPjhw4f+UujirCFvT58+9S2alpfl/jMzM0V+TBaxuFgzXrxI3AeTQMymjdxVgcZDGd226WJ9cHBQHN6gqOgT361UKsWhGotsVLAaKqpb8dXVVb9es3CzsDHeMbsR7QS0a3l5uTgo438ff/yxmR3JH4Wsc5BDOxax4eFhfzcwBejif+HCBZ9DzC+CP6LTN9/n3UNusWAYPzUTPAs371On03FCxXv/s5/9zMzMfve735nZkTLT3La0WbPJj42NFdv7NyG33olEItEHA8EoYRkx9FCdjPUw4YsvvnCNHDMbm5XhWdPT085cYtlQs65bw61bt4rQMp7F1qPZbBYsjJ+4ScCqtra2epzPzbpaLiaC0FovgPucPXvWNai6OMHAMEbPzs4604J9wY65X2THtAezRDxwUVcMzb/Jcz777DPX0rAJngWLMuvKWw35MLhKpVIkKfjyyy977su1HG7Fz2BEMV9mdMQ3692NmB2xF+REm/UwIZoDtOImzIht7cWLF313pGG0sRwuc5BnMKcq3sVhAAAN3UlEQVRoHyytXq/7jgdHbHUnO3PmjLM5QJt5zujoqG+jYVzsShgH5snt27c9+YUm0og7F+Yr80NziG5tbbkJRsNpNXtSu932nQFzifaQiOTSpUvuqB5dfGgzfWHrjkmAd0d3Fc1m0/vOvHsTklEmEolEHwwEo0RDwPq+/PLLoj4MGiymYoNRqZ0JrQQLajabRbVD2CPOtFNTU34NIYzRPmXWW9sZFovWhbWgsaampooDET1omZqaKmrTwEJp5/r6ujMD7odbEPJCVrdu3XJmpHViYngb9+FZyJ+/Z2dn3Zh+nMO1WdfYfvXq1WPdd8y64/L06VOXF65R2J7B6OhokXBD78cB1/z8fE9dmdiHaPfTsEtsgHy+srLiz9SkKeoEvrm56QxJ6zdFWXMf2sr9cGFrNps+D7g39+Ma2N7y8nJRgVMxNDTkrEtdsLj/5cuXvc+xHrtZl+nzLm1vb/fUleH7PItrtA4994ddX758uahEGTPxx/bFoApNqBJ3d8iFecF8ZS5OT08XOz7N8M/fZ86ccVnojvQ4JKNMJBKJPhgIRqlspV6v92RwNutqGOxE7Xbb7Q8Adxl1qK5Wq35KHWtXm3VtRwcHB0WwPnaT6MR93EkzbY7Y2toqqvRxv+NsIv/61796roEVXLx40ZPnqisL9jk064sXL9wRGy2udtxms+ksQuXOdxYXF535aQVITlYj60Hra7JabFKzs7N+b5ikZqNvNpveHuxpPBvZsFO4ceNGEc7J/2IWeOxl9B05ck10L4FFMWbYuuKJPuPGjgOGSnvX1ta8P+xOtL76/Py8z23ao/ZumNdHH33kz4TB6W6p0+n4NWTzpg30+/Dw0L+nNY8YM9jywcGBe1ewe4J58e5tb28X7JA+wYqHhoaKtIeAuRUDHJhP+h6BGOaIbZi/YyCB2pYZa8Bc2tvbK07av//97x/7bLNklIlEItEXA8Eoo4Ot2RFzI6UV2gONz4kon5t1tS1sBSZBuvpWq1UktOWkLKbcgrGhAbE9xSQPPCumnDIr/Sn//ve/FynFYKG0ZXx83Nkd7BB2En27NCkw99W6QlevXnXNHNPHxZ+cJsZnqOPz5OSk//7Xv/7VzLr1XJAJfWq320Vt8niqb3bE9GFoXEPbY/idVt7kWZS1iBUD2T1wX3WSnp6edtvdcRX9zI5svLSd+u60jx0IrLPVahU13WF12Iw7nU5hS2R+xQAH9WWEoTKOzO3t7W1nWNjhkHvc5TA2mv5NE7eYdT0ktCxJtPNz7/iO0T+zo3mrFRG1fbu7uz7PkSFzkveT92FoaMjZLww+7hzNjnYOmhga2cbyGPqOwZhh/3EXFZNP98NAlKv98MMP/2PWa4xmkHCfYWsQqbkW/+JFYkLHzNgISuvgxDo7WgRMBTgyMuILGpOdCYbQGeBKpeL3VoddJm6z2SwyYusB0tDQkB8ssM0ELDYsoGfPnvVruS8LYzz40thnEAsvxSw8Zl03KnWIN+stOWvWfQkxIwwPD7u8kBPg71ikjAVTo1Fi9iVMAOoKFkusqgLAXYm+zc/PF+1BXizEcayQLS+6frdWq/kc1LyUyPbJkyeF2SE60pt1a+a888477m7EIQnb4JjzE/LAAsKiQzs3NjaKOjWqvGMGKvrMszXYI4I+MHa04cSJE74wxvhqs9dXBYjtUQXfaDSK+kZaK2tjY6MoxcyBJ/M/RnnFA1Mzs9/+9rdZrjaRSCS+LgZi663b6omJCXeCRnNi+IWtzM7OupblM7SJOqJubm66VtRC8GjA6elpZyxoW3UCPzg4KOrgoPFgn2jj9fX1IsOzVt2r1Wru/qEuIzEjtsbIokF5NrKp1+tFFTr6CxvY3t4utkTarv39fdfyOB/TB92yVatVbw99x/kezX/q1CnvF+OANmfMNjY2/BoYCH1ANjFHIf9DNjD5WMUSs4aaIWDAr1698jGGZeLkTj/JSnR4eFi4lulWvtVqFW4p7G5i3SR1JdNwUWTfaDT8mmgiim2oVqveP+6jMnnx4oU/H0aK3GPVRGStOzIOaNjlvXr1ylkYYOcHWzx37py3K4YhmnXHkZ3N3t6eHwjqToZ2NhqN4iCWNkTTgsbN80zYMe/DxYsXXRYcvL0JySgTiUSiDwaCUcJsYAmRRWktYIrPP3782LU/mUtgVjCkmChBs7igfdFqm5ubRRIGDbdrNpuuhfgJ84O9goODA9fSaDGtqPfo0SPvu9pkYlgn7UEG2F/Q2PGgSsPhNPvM8PCw9wfXFVgTmr/dbjuLoA/qigXrnpubK1xWsAfT3levXhWuTZq4IboHaSCBZuKp1+v+Oy42MMNYPRFXkLfeesvMumyWcdjc3HQGw/jxLOx8hEvWarXCiR9gP2cexrbHwzPkxn1i7ST6ZdZ9D27fvu1jxTVav/ztt992BgrDguFzuNPpdLwd7LaYd5planV11d2M6BfjEmsq0QfdYXC/R48e+TzlvcLuizM+zHVqasrfc77Ds6KLH/MclslYsYP53ve+55+p/VhdsB49euTvGIyUfh+HZJSJRCLRBwPBKNEQsJbx8XFnfNhZ0PCxjg0OolqvBrYXGaVmW4b9xKqCmnmaZ8X6xuoKw7UwmVgdUPMEornQatVq1ZkR6a4++eQTM+t118BGh5w0pRjsb2try5kDbYeJwHampqZ6bDqxPWjYH/7wh/79X//612bWZWHIL2psWCxt5pnRvYTPNA8lfTh9+nRPyOlxiKxbmQwuOozDxMREwTxoD8+MeTdxJeP7zDvkEENSNXAgtoXTeGTKs5DXq1evChlGNxmz3uz2WhccO3U83WVnhecEoA3NZtN3GJrnlWfGfJS8T8xJnS8XL170MaetzHVNB2fWdSHSbPuMR8zXimzZldC+oaGhYp7qmcLa2loRdLK0tGRmxye4AbDpK1euFG0HySgTiUSiDwaCUWoCzfX19cJHCo0Y0zvxGXYmtfNpmJVZ6dOIJq3VaoWW5KQMLbexseHaDM2EPUlPwRcXF4vM5jBm+hQTs2rlwpiSChubnlCCmLWa/2noVpQNGjj6kJp1bUY7OzveLvrONcr2KpWK/w95a+hmq9Xy01AYBywshlZim4w7i9gGZHTixAlnDtjq+Kmsyqw7r2hntB9yT02zBtuBmUxPT/t8YL7R35gIRZNPIC/uOz8/75nbkT/34z7RHxWGSjsYF669cOFCEWgB0+L9mJ2ddXkB2qdVRGOtc03iwm6lVqsV2cV5d+LO49NPPzWzrg1RvUh4Z+bn5wtfS/W7HRoa6kloHIFMnj9/7n3nWZq+Le5+YLr4HL8JySgTiUSiDwaCUbKix1RUMBBsFGhZtGS0dakflNbrvXTpUhGOGOuJmPX6yQHsQGisnZ0d11AxFX8Ez3n27FmRTgpgz5mYmPAwO0LLOCHkmrW1NdfwaP8op9inubk57zNhcZwexugd/gcrIFyUa2J6OOSDz6rKdmFhoahICfvh1LRWq3m/tLoh9qFms+n91NNutfd1Oh2XqTJ55kdMoqClQuKugjGGLdJ37htLXmhyE+Ymz37w4IHfh10Az4y7HuSuSZWBRjhFcFLOyXG0xca+x34+efKkJ9IrPjsmsuUe+PYC3kXa+fTpU99ZaSmTuOPgFFm9SLQGVKvV8jnJriKeC+h9lTVi871//74zWnYPv/nNb8ys+y7zM8oiRny9DgOxUGqNlYmJiSJDCMZ2JsjKyooPKJMwOjib9W4XcYXRSRlLl/KCIky2VkyKqakpP2zRAu18l0n66tWrYnFgstKuer1e5CTEfSOGkTHhabtmOo+TlEHnZUYWfOeLL77w3zWbDi/E4eFhsVjpy8t3Hj165BOWF4DtUiwdqsZ0tvm8sO12uziAevHiRU8/6dOlS5dem5Wa+XHp0qXCIZ/DCRbwGNNOe3h5Yqlds6OXWYuVaVhgzLwTPzPrNX3QDg6MtHAbcotbSS1TG0NdUTpsrzUMttPp+DOQd4wnN+sqt3q97ltmcjCgqJgvlUrF5wOO5urmVqvV/HpAe5AfY7i/v+99iH03682HqkQGoNzq9XpRT0oVQazFFePS+yG33olEItEHA8EoMehjlN7d3S00AiwA7XHjxg3785//fOz3tVSlWZex/fKXvzSz7vYVxrWyslLUCtH8lAcHB66FIss06zJB2OPKyoprRXXriVC2ybNhRuvr6/6/73znO2ZWZnLH0bhSqXh72NLC0ujn2tqaf8Z9YUqw2Nu3b3ubNdu4Oo63221nBrAL2OgHH3zg38VUoho/bhNhRGyfGEfN0HTz5k1nQjAkrsV5fmJiwtsFE9XxvHTpUlHuVhkhzGlyctIzCjF3lOXxXLMuu4M1wlp+8pOf+Bgzp2NOVLOumWNmZsaZFtfQF+5fq9Vc7sgJsxLPPjg4cMZIf2DZ6tAe5YOzPdmbuP/IyIjvxGgX/Y4skp1GrHtDm816TTzMbfob3QDNjt5x3d3QP+bLtWvXvM16iEZ72drHtQGZvgnJKBOJRKIPBiLNWiKRSAwyklEmEolEH+RCmUgkEn2QC2UikUj0QS6UiUQi0Qe5UCYSiUQf5EKZSCQSfZALZSKRSPRBLpSJRCLRB7lQJhKJRB/kQplIJBJ9kAtlIpFI9EEulIlEItEHuVAmEolEH+RCmUgkEn2QC2UikUj0QS6UiUQi0Qe5UCYSiUQf5EKZSCQSfZALZSKRSPRBLpSJRCLRB7lQJhKJRB/kQplIJBJ9kAtlIpFI9MF/ASX2kp7B2r1aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(array([], shape=(0, 2), dtype=float64),\n",
       " array([], shape=(0, 2), dtype=float64))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visulize_output(train_data[0])\n",
    "visulize_output(train_data[10000])\n",
    "visulize_output(train_data[20000])\n",
    "visulize_output(train_data[30000])\n",
    "visulize_output(train_data[40000])\n",
    "visulize_output(train_data[50000])\n",
    "visulize_output(train_data[60000])\n",
    "visulize_output(train_data[70000])\n",
    "visulize_output(train_data[80000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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d8IUL9VCVTpC5Lu6YXLqVGpJhm07mdxy/8zVVTPFSeF7nwSlUrjy+13yqOneqt88VHDBhu28sjN1rr70GANi3bx9efPFF7H32WXz2l7/EaLmMs4UC/rK/H9+0XAsga5CDIqvGzvZPb9pmyu+MIn6Ra58eq9Wq6yjRja/fmg9BDF7QNRy8Yt1Mxks3mKbzVtvX9w9q7PzOhYiFsVPZ++yzePvXv46uxp93d7WKv5qdRaVUwv9uxN4JgiAEJRbG7siRIwCA3bt34+ivfuUaOqLkOPizWg3/7w1vAABMTU0BqNdyy3rQMSm7LJdn98qg8FIWpNRUdQXUQ1F0daVmAdigVgvR++eHHgpjyncOusCNacGaIPubrrFJodkqOv1zURI7B8WIx592tDE3JQiCEIZYKLvZ2Vn3cbJYxK5G+o/KwvAw7r777nX7T05O4tSpUwCaVVKoTPnq6momnBqkOmg5waxRqVSsFZ2+TZ+MV+fPCLWysQ2qKqHPUZvcpLw6l6YqTJ0oliw0heHYfs5mzs40j0dw6/0GVXZBF0+KhbFT+Yv+fvzVzAxKSucrXV14+v3vd0tBbd++3X285pprADS9kuTsOH36tGsIaVu5XE7dsJccE3QDyBpra2uefxr1OTeU1Iez6n5Rrthl8kDm83lPAxL0z2xr/GyHszYOEM7zGtTjavr+TOv8BjX2sTN2jzfWo/jTSgUji4uYHRzE/3nnO3H64MEO90wQhCQTO2NXLpfxSD6Pc+99LwDgqquuAgCMeexPlT6onDs9XnHFFa7qoSyMM2fOYHx8HEB9CAw0SySpCiFJUMWPhYWFDvekc3gpA6+FX3QnhM0QNwhesWtqSSX1Pa/y8KYFgKIczrbyWZNSayW8hHM6cao4CLFzUAiCILSD2Ck7mlOjOSiaeDe54TlyuRx6enoAAJdddpn7eODAAQDNJQgpjEWd46MacUmoKEJ9oxzZrKE6omyCWoH2V//gHAG0nZuPixO284VeYSOtHJOb/4sSUXaCIGSC2Co7mmejebe1tTW3enEr0BwfVUSmx71797oqko49MTEBADh58iTOnTsHoDk3Vq1WYzHHR3fYrHpjV1ZW3GsQpdqIAlO59bBtbBZRX7so2mtVFcfO2BFkcGhN0KiMnRf5fN4tHEqPO3bsAABcd911rpE7f/48AGB8fBynT58GsHHIvZnDXvoBzM3NxX6I1A4cx3FvkNy6CF6f4R6jvm6ttmv6nG2MXFiChr3YttdKW61+PzKMFQQhE8RW2VGuJz1WKhVXcW02XV1dGB4eBgD3cd++fW4gMzk0SOmdOnVqXf4u0P6Fgy5duuQeI0sL73DBrASnIjZT9bZ6rKBOuVbwU5HUH4Ir8hml0gyqBG1GU6LsBEHIBLGVADT/Rcoobrmf+XweWxrZHvS4e/duAMChQ4fW5e8CdbXH5e8C0bjty+VyrENkooY777DXMUr15LcWa9Bjec37RTmP5veeKRxFzSuO8jraOJmCjpZE2QmCkAliq+zIalM6lxpiEEWSdjugO1t3d/e6YgUAcM0117DFCoC66lOLFQDB71ozMzOZUnaEac7OT2mYQkPoN8aVbA86F+j3e7VRMTZJ+X7fv83/hjsPk8pTX+v9yftUFzcFg5uKOvgtmO1F7I0dDfmWl5fdbXE1diaKxSKbvwvUnS9q/i5QD23h8ncB/oudm5tzYxJphbYs4Gcg/P686muvIWiQeDm1jaBxdpzxsvmt2xgUbq2LqB0gQYuDmt4z3QBst+kkz2oIgiCEILbKjqCJ/rW1NVe5tDO4eDOhO2FPT8+6/F0AOHDgAJu/C9SHvXr+brlcztSiO3Qn54p3mtQZNyxVH0n1qMPYoDnZBDcU5vCanrGdlrAd/nJVVUzDUpv2O4mpIgqHKLsU0X/sGPa+850YGRvD8PXXo/tb3+p0lwQhNsRe2anBxRSqkQWKxSKbvwvUnTU0x/fqq68CAPb9/OcYe+ghdDWuUWFiAv0PPIB5AJVGOfs0QXfytbU1T+XEqbJcLueWPdeVXT6f36DG1Da4QFqCqz3HHVvfps7LcQqPW9tWJ+wcmXpsL4UXR7i5zUQ7KAg13k4t9wRkKwcUaP4J+vr63GwSGvZ+9PHHXUNH5Mpl1P74j/HLK6/E61//egBN50iasixMjgD9vUKhsMF4kfHjjB23SLZpjQjumKbtaulyzpiq61eobdgaI+6/orbBOS1MfbUhSoPJlccigsZXyjA2JXitvjaY0WoogqAT+9s7hVvMzMy4k/FZVXYcdEeeLpWwnVmG8jSAe++911V2hw4dAgDcfPPNAOrxf2Nj9aL3VOw0CdfVVNac4NZw9XJC0GtuiGtzPWxCVvyqsHBlx/Vwq7BqySs20KsMfSs5qTafNVVt8XKOtKoYRdmlhEcOHMCS9udaBPCfEmC4BGEziL2yIys+MzOzrpAnAHdpRQF4bv9+vPTii/iPs7PYWa3iVQAPAvim4wAXL7qhKs899xwA4Gtf+xoA4HWvex3e/OY3AwDe9ra3AQAOHjzoBjxv3boVQPzm+EjxVKvVDerNFDaiKjt1ro5ec2pPbzcsfhVCTEHFpuwh2xAV7rPcAkBB8Cp9b0OrOcTqtUmFg0Kw5/GtW/H41q1uFkba1sgVhFZIjLFT06EoBEWUXZPu7m6rIFa6c1NIzyuvvIKTJ08CAJ544gkA9VCXK6+8EgBw0003AQBuueUWAMDVV1+N0dFRAPFIS+NCSdT3TKEndL1ItXp5Y4mwyk5VZa3mL0eR/xxUgZkWK+KUXViVaFJqfpWZbZRgYozd0tLSukKeQLO0klA3POqfNgj0I6LpgenpaUxPTwNoDnu/+tWvAqiXqqdhLxnA66+/Hnv27AEADAwMhOpDK3CxcYRpGGsTU8eFnoTtnzosJdXtZ3iiLH7BOUCChrTYZGv4rRdLjzbGkeuX/n3YXhtxUAiCkAkSo+xWVlbctVHVEJQkhElsBmqga5Sqiu62lKf78ssv48SJEwCA73znOwCAoaEhN7vjxhtvBNB0duzfv78tw151RTGTsrMJPVEfW82NVfHKWlDfi7LsuKkP3DUJO8z0Qm+v1T7rz1tFlJ0gCJkgMcquWq1uWEtWlF2T3t5e12HT7vkyutuSo+jChQu4cOECAOBnP/sZAOArX/kKgPoc3w033ACgqfauv/56XH755QCaoS1h+8wFDpsKb3LzcpwzIuzvSp1I5+abTHNX+rEdx7FK49Lb9nqPPkvzhX7nGLYKC9cn03lzaV/6uUSh9hJj7BzHcY0d5ciurq66Uf9Zp1gsbhiCdQLTsPfRRx8FUF+h7aqrrgLQHPa+9a1vBQC88Y1vxMjICAC7Ya9XloT6qG/z2h+I9trZTOar+ak6qveWK8EU1qsa1hnhd524dXtNxs7kvOD64NVf6zhDq70EQRASTmKUHbB+PQqgPpwVZVenWCy6oSdxG9rrw96pqSm3IOkzzzwDAHj44YcBALt27cJb3vIWAM3QlhtuuAG7du0C0Aw3orbU3FjCplCn/tym/zb7m5wS3HoZpuh/U1l2vzxbnTDFOE1xi9xQOEh4iUn1cfub+m17PokydoJAbD16FNu+9CV84uxZLGzbhp9+4AN4uTEkFgSORBk7tQQ5gEyVIfejWCy6KpertxZX6M69sLAAAHjhhRfw4osvAgAee+wxAMDIyAj27dsHoJ7Rcd1vf4t7jh9HsfH991+8iH/zjW8gl8vh5Rtv9KyCQkQZSsK16RVW4jUpr+9vmlMzzSlGsbqY3l+1P7b72zghOMeM2o4pRMcmr5hD5uyExPHeH//YNXREV6WCmx5/vEM9EpJAopQdzdNQcLG62Erc5qk2Gy7nM6nQd0rKfXJy0l1W8qmnnsJfeCiYrRcvbggC5lKLTMovSHpWmHkwmzk79Tete2P91Jtpzi6KIOKgYTVBqwmbMIWj2JAoY6evJbuysuJui1sJos2mUChsGMYmYT2BoNRqNZwGcAXz3sK2bete+4WZ+B2HCOok0Nvghqxh2lP3CXpzj2NMatjfZ1ijl2wJIGSSLwAbCpWudnfj2Tvv7EyHhESQKDlEFlwNLhZlVyeXy7kZFElyUIThmwB27diBz05NYefaGha2bcOzd96JE41yVITXil9Bq2Zw1UI2A06x2FQBiQKvc2wls8R2H65oKUfQAOtsWwghsTw5NIQnh4Zw3333NdfO6HCfhHiTSGNHDoqVlRV3EjvrwcX5fB5dXV3ucyCdc3Y6JvWjPvfbtllEFfbityiNqQ3TPqb1b02OH6/vwSZUhgte5tLkgoaj6MicnSAImSCRyo6Ci5eWltzntPhzVsnlciiVSgCSH3oSFtuy7FyVE6Id1y5o/TjOE2xS6ZzKC6rwgoba2Lzn5wH2mltWP6eqOf0a2KSSqSTS2FG83ezsrKwl2yCXy7nD2E4O0zYLk2E3lWoyDa2iNnS6kfMaSpv+qHrcn/qH5yqhEKZhL9dHHfWmYJNPbDuUts0v1m9I1Wo1UKYJRzYlgCAImSORyo7udrOzs+4iMfRI6iaLUP03r9W20oRa4cVLyXLvRT10DVpMM+x3wik8TuGYlFeQ8A/u2pmGvX5DdO7Ypr7qQ9VCobAhSFttRxwUgiAIDRKp7NTgYgo9oeDiLCs7vSx7mpUdtyCOabEc0/qv7bpOXnX21D6EDQtqJf0riMpS3zMpYLWqsmn+3MYpwjlo1EDjsNcskcaOWFhYcB0UZPTisHBzp6BYwzQbOzonPaZQfU/9c3qtT8HtrxLFEJTaUI9pclZwffTCz9Ps9Rn9OF4G2a8tv755YXNuXobTy4jaGn4ZxgqCkAkSrezK5bJb9JFKtWcZUnY0eZ/mHFk19CSoArGJ/g/bFocpLCOogrLNDuEwDd85Z4TNFABhm88aFBvniy2i7ARByASJVnbVahWzs7MAIMHFaN51sxB6wqkNU5hJJ7NKTBP1+Xw+kLI0qbmg6976KTub+c7NzLtu9Vii7ARByASJV3ZU2468sVkOLqY5Ozr3NM/Z2abE2XimbVUKl4IVJBfV9vi281S6orOdu7MJPTEp507R6vETbeyAZiFPypfNsrHLwjCWzonWj/WbsLfBVCrINNmuOkds8lu5dWO5z9quYmZ6P2wsXZREWQpevbGEdYTIMFYQhEyQeGW3tLS07pGGs319fR3rU6egkBNStWksVa8HFau0ko1AcGqh1VAKk7LjVhcz4TdsNmVtWAXedmD4yuXZcuotTPD1uv1D9k8QBCFRJP7WT8HEi4uL615nEZqr49LG0lyaXce0Yjx3LVT1wK1z6nXtarWaUUnplTscx3FzuFWFx83jeWGrsrh+tTv8xnTtuH57BTmr6WJcbixXst0GUXaCIGSCxCs7ulPOzc0BaCo79U6QFUyhCGnDNqxGVwim+Tl1/sxW4dmEnKhtmRaN4eYGvcqyc2lmXICy328g7DKRUY4UTCpU/f68vkvb33ksjF0rWQ9k7C5dugSgmUlRrVYzZ+zofClvVC1wmZZhrH6OQc/L5IDgjJ1XuAgRpbHj2qbft03FEr/+2DhadINiu39QuPZNQ10ZxgqCIFgSC2VHQ09VvnrlO+rPCcqRpaDiSqWSucBiui56Ec80o6ol/U5frVbd4a7JCaEqMFJS6j5BlZ3XUJhrK8y6t/Q5k4ozDfNNikht06TyOEXHnZNNILNNMDg3jA1K+v8NgiAIiImy+8QnPgEAOHXqFCYmJgAAFy9eBAC3Xt3q6uqG+Qu1Eu38/DwA4C2/+Q3+7fPPY3RpCXNDQ3j6fe/Di4cObd7JdBC6LlStOY2OCk7hcAoNqJ+//pvhHAKqEtRDQ9Ql/NRjevVHfd8mgNjPKeEV2mJbB08fKXmdhw43R2ZSVFHWsFNRz7HVenmxMHaf//znAdSHnpQJQcZuamoKADA+Po4TJ04AqBtFAJicnHRzY1dWVnDXygo++eyz6G38YAdnZvDOf/onnBwfx/+94goMDQ1haGgIQDPDgoZ8xWIxNcM+fZWxNKHHEqrDWH0fNQ6Oi39TDRo9Uluq0YtqGOvn7NA/z8XGBTV2XD9bcVaZDE3cnWDp+Hc3+M/Ly66hI3qrVfy7f/3XDvVIEIS4EAtlR3ev3t5eV5Vs27bwHgYHAAAQ30lEQVQNAPCGN7wBAHDzzTe7d1tyaJTLZUxPTwMAzp49i8s/+Um2/ZGlJfzkJz9BsVh0lRwdZ+vWrQCwTvUNDw+ve69UKq1TgEC8h4a6YybOfQ2KXtmlWq2658etJ0r7cfFy+jqkaoYD56Dg4MoyeSlHv7Y4bOLgbBwgYctMdYp2FAdNlbJbHBlht59N4XBOEIRgxELZ2UJ3aQooLZVKGGkYuH379mHxoYfQ++CDKCr5sUu5HL64ZQsqlQoqlQrK5TKAZsbFhQsXAKwP0iT1RmquVCqhv78fADA4OAigrv5IAVJtNTWYt5MKkFQr9SEtc5EqnBrjVBy9x01u68pOdUZwaolDVyDq/qbQE1NbhMkRErRWXK1Ws5rD7bSiayep+hcs3nknnv/0p7G0fTscAGeKRTy0fTsebRghQRCyS6KUnQ3LR47guSNH8Mgjj+BHP/oRAKDW8Oj6QXd/qnqsqkDyCtOdr1AobPAMkoe3v79/w/zf0NCQOwdI+6lLHkZ5R9XLsqdJ2en5v7aBuja5rrZt2WL7WVNtOtu6dX60shgPV+PONvwj7Bwg9z20Gt6SOmNHw82BgQF3yDllaeyCXEx12EtGkbI4zp8/v84oAnXDxhlFoG4IySEzMDDgPnqtA+v3w6HhdxqNHRlyOkcubo7LQPAzcl7vtQJ3bJt8VjW8xCb0xG+b33G4bV65q17Xx+satsPREJb0/AsEQRAMpE7Z0eT88PCwq5LUMIWosFWBajQ8BUxTIPS5c+fc91QFCNTPgxwfqgIE6mE5pFppn56eng1tmKLnk0rY4VAcJt5VZWST/6qOHjhVpr+nZhRxj6YcVE7RBcnACXpuNu3ptJpBkZ5/gSAIgoHUKTtSNdu3b2+rsrMljAIE6gsIUY0+/e5YKBTWKUCgHgBN50vb3jM9jc9duIAda2t4FcBDuRy+yYRKJJ2o1JvftQh7HHXeyjSXZlr/lfucHmCtqjeuepBJZenq308JmhbE4a4jN/doOjfTtQ6bBpk6YyfUecfEBD597hz6Gj+a3wPw9w1v4yMpGtYKgi2pM3Z0JxgdHXWDfEnp0DKLccRGAaqhMaoCBOqVmtW7+v88c8Y1dMQWAH+Zz+MHY2NueM3q6qpbA5C2cQnrcVGA5IUlr6xfuIjJG6sH/6qYzltVHUGui9dcmVftRtuqJzbeWHVe2IStEuQ+x11Hbh7Sax/1PVNbYX+LqTN2xMjIiDuso/g2yppIKkGGxDs9huy7azXcd999buWYiYkJN7+YymmtrKysM4b6IxlH2wKXUWIKp+FKPJmMlSlbggtp0eFKo9vGg3FOBRsnhPoeZyRNhpPrv1e/uGObhqdea72anGN6n9TvjSvB3up0hYxnUsoZjx/ZbMOLKwhZI7XKrr+/31V09OgltdNGrVbDn2/Zgv++sICSOnwrlTDwt3+L/3Lvve6Qfn5+fl3lGGB97cDTp0+ve+/ixYvuGr20uFGlUtkwFKbXa2trG3JQgegUIJdvyg1PucnvIAvQeL0XtEAq54ywCQQ2haWo+5r25557Hcc0hAbM359NqFMYdWZSmFZD7cBHFBLBo319eHBkBBOFAhwAzp49qP3d38G5995Od00QOkJqlV1PT4+bgkXBuHEILN1MHiuV8FiphMOHD+PLX/4yAKC7MedFKWt9fX0YGxsDAFx99dUA1s87Ue1ASoWbnp7GmTNnAAAnT550H0kBUll9Cpwul8uuAlRVHylLVQHqx7a5g3PKzrTWqPq+2oZXW7bYfM40p6Y/p9em9C2vz20GnHIMMlepos/F+bUT9nxTa+wKhQJGR0cBNDMQisViR2LtOk25XA503qrnTi2nBQA7duzAtddeC2B9cUoyaOQEonzkiYkJjI+PAwBeeeUVAMCrr76KyclJAE0jSl7llZWVDYZQdYpQxoj6x/D68fs5GYI6VVqNs/N6z+Rx9cqNDdOPoH0Lik2GQye9+qk1dkI6OTw7iwdeew07/+RPMDs4iKfe9z68lJEFlYTWSLWxo+EZOSh6enrcYVkWoLvo7OysO4Sk4WsUkCooFosbnEE7d+4EAFx33XVuP0idLS8vu4qOFCANg8fHx10lSNsmJycxNzeH98/M4L9OTrrxg0Ozs3jvP/8z8rkcfnfw4Ib+qQ4EDlP1k1acKV4Kh8tKMDkovJwQ+nPb/XVsVZ1Jsdk6LQjTSmV+yjlI4VMOcVAIieGzU1MbAqW7Vldx67/8S4d6JCSJVCs7vWz6wMBA4gOLg0B3wuXlZVfZdQK661LWQ1dXlzuPunv3bgDADTfcAKB+56f5RaoTODMzg/Pnz2PnTTex7Q/MzLAqLmiGA9C8ZqqaCRu5b+tU0BWabd3CoMSp+o1JdYeZ17P5THzOXhB8qFx2Gbt9ruFtFwQTqVZ2qqKjx1ZrYiUJutuVy2VXJcUdNVWIlODAwAD27NkDfOlLqH3qU8g3PL8AsNrVhR+/5z3rQla4hXcIP7UUJHDVq9S5l8rwy2fVFZ1tX23CWEzn4dUWVwnFK2wnDJv9H0y1saOy5hRvNzg4mCljRywvL6fDMfPhD2Pi1Vfxur/5G3RNTmJuaAg/fs978LuDB5FD68M02/xR7jNBMyjU13GLoUsrqTZ2QvqYPXwYs4cP4/jx4wAai2R3uE9CMki1saNhgRqCQkUvKQwizdAQQ10vN22YAm/98k452h30qodXqMNvm3AM27VkuTAO/Th+10LfXy39lUTEQSEIQiZItbIjtm/fDqDusKC0p2VlkjvtVCqV1ITcUCoZF0gbJGCXw0+1cEHCpnp5Nm1xjg1TPiynArm8X71Qp+M47jau3px+bPXaqamGXil2XnX8TKp1s8mEsaNCAFu2bHE9tBcvXuxklzYFtZRRWoy7buxM8WqmkkcqpuKdpkyKarUa2HhyJZ44Q0Pte6EeW12LQjcqetyg2r4J7ibCVXv2K4EVJzpvbgVBEDaBTCg7GroODQ25Ko/KFMXt7tMOKpWKu1JZ0gka6mHCVJadKzPltx6FaT+vY/qVfbIpkqm2SQ44brjJKUi9fb/wm7BKLg7DWVF2giBkgkwoO1qRanR01M2myEJwsXrXTouDgkKGbDIE/KpnBFFgfvgpQBO66rFZ7EdF/RzN83HOCG6+0CsrxOu4QTMo4hQULcpOEIRMkAllR3er0dFRt9oGqb0sBBfXajVX2bW6HF2nUAOkAfvcT5vzVFVcHJS+TS09db7NbylIapMLONbnC9WQGJNX2LYMfZx+b5kwdgS3cDaVA08j6qpeFGrjFYeVNGz+PNw+fmvceq0pa3vMoH3zSrgHNmeKJajjIOgQPQ5GjpBhrCAImSBTym5oaMgdxg42FovOQnAx0CyEmdTcRi5ko11t2xKmDzZOAjUQ2EvdqaWwbDJGvPpqypO1ceCoxEnFcYiyEwQhE2RK2fX19bmhJ6TsshCCos7ZkUOGgk+TglqIVMV2vdKwmJwdfmrJ1IYp3U1Vml5zaaqK49LFTMfhUsdsVZmN2ourwhNlJwhCJkjW7b1Furq63IWzqSAAF3yZNhzHweLiIoD0hNqo3mRTGXYd03KA3PwZtx+ntkzqTd1uU/5cTVWzKfFO56/O45nm4sKG5iSdTBm7fD7vFvKk4Sytc9DJ1bc2AwqxSep52uRw2qAOe7k2yUiosWVex/IyJDYlp0wOCq6wJ3ceumErFAqBSlr5XUNT4VB9H5v2Oo0MYwVByASZUnZAs5AnBRfTcDbNwcXqMDapC++QwiFlahqecWpD3eZVsNLvc0ExDVltQk/8Kp6oio62BVF2JrgS71wfk4QoO0EQMkHmlB0FFeuPFy5c6Fif2o3jOK6io9zSpMGVRNcxhT7ouZ/qNr+AWi7P1KsPantcf9o9r6Wfk6kWnansO2BX78+vvTjN42XO2FFOLBXxpHi7QqFgLIOdZBzHccuy03A2qZg8orblkLz2C5pFwJVl59alUI0e5xTx2t/koOA+54cp/9V07bj+cMfmVi+LU+ydDGMFQcgEmVN2FGpCIShZUHZAM74uqevHkmqg74hTCly8nT6k5FbWslE1fu+rw2STw0GvOsM5AuixWq16Hp8bUtoqKVsVxw3fTc6TOKg3E6LsBEHIBJlTdnT3UdeSBYCenp7ETt774TiOG7IxPz/f4d6EQ58r4pwLNg4Kdb+w80lB1R73OdtaeiYV5qUI1ee2mUGmNmzzYdsdjtLqYj2i7ARByASxUHa//vWvAdRLpVO5dJpbUx9pnoMqdqhVHvRcQL+7wLZt2wAA75iYwB3PPIPhhQWcyefx51u24NG+vsjOLS7QnN3MzEyHexINtkGzXBiITTpXlHBKjwtf0dUYV1VZPR+TGms1KFr9nKk/pv3bdT3DEgtjd+rUKQB8GRrVeNFzMoCFQsE1fPRIxrJYLBoNZqVSwWXf/z7u/eEP0d0wBJfXavgfCwvo7e3Fsf5+10DUarUNwyjuy40rjtNcdSqpoSdqiXkguLFTX+uOCZOjwjQ88xsu22IKPTEZF67/Ua7LmqQsCauwo03oR2x5/Ve+4ho6os9x8PmULCgtCEKTWCg7tZCkl/xW73KqI8HrDs9Fjuvu+tunptj+7Fxbw0c+8hF3Un95edkNyqVjLy0tudsonIMeV1ZWNuxfqVRcpUgqy294EKVipLaoiGecgj1tUFU2sF7x69s4uKEq99vRt6mhISaizJKI8jtpZTjbqd8GF/jtp1htFG2mld1CY95OZ7YReycIQnqIhbLjykTbBC1yc3zqeyZ16DgOnrnjDtz+jW+gS6nxttrVhWfvvBPbt2/3vVvo80iqaiRFRzmpqjrUFeHy8vK6/YC6+qNtpDCpzdXVVVfp0OPq6qrbD10FEXfMz+PDDz2Eobk5rH7xizj/h3+Iyt13o6enB0C9bD1QnwtV5z5pG13XVitqtAJ3zKhK63O/J78CmkHbjaJvQd5L0rwbR5RzkLEwdp3i5RtvhOM4eNuxY+i/dAnzw8N45o478NKhQ53uWuTcMT+PL772GkqNH3/35CR2/emf4kJ3N1bvuafDvROE9hMLYxfUq+Wn6Lza4NJpXjp0aINxs72b6GEvaioQKSFSSH19fetUGNCcu1tdXWUTxHVVpZYi149ZrVY3KEBShuVyGQ9+/euuoXPbWF6G8+CD+NixYwCaRRJ6e3vdSs6k9iitbmBgwK0UMzw8DKAemE3PaX8K1i6VSu41oBqCqqdcPzcv5WgT4MqhX6eg3tuw+wTBazQT9DhRqqBO0q7ohlgYu3bDldrW34viAtu2ZWPI8/m8awDIMJDx6+rq2mAI1WKOeluO42Ds4YfZ4122soL9+/cDaBYwrVQqbjzeVMOJQ+8tLi66Q20y3o7juP2hY9LQuKenZ53BB+rGlIwnGUUyrsPDw64xVfOXqY24Z7mkxeDEBb9yWkGQbyYjzDeUl86lhmERhLSTS/oEpmBJLncvgIcBlJStSwD+AI7zjc50ShA2D1F2WaFu0P4AwCkATuNRDJ2QGUTZCYKQCUTZCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCcTYCYKQCf4/eEh9I2b/hm8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FPh6QetxxmP3d3+E/PfwwAOCJJ54o1oGrC77N+l8qSS8Uw0tpZcHtLtHQFU+hWvsDsWD5tl75UigG/14qU3lvtfvnrUWtebutcjwl38V0uMlkMldPlnrl55aeZ5kubH19feH+RN4XS1FqweTSHjmZTBaUpFSY3EbJPfS87rRdU/Z0LN0rLzyIvouEhDV9j494RXnn296Gfzj1VPzhDW/A5mCAyV/8BV75+7/H4b/9272uWpIkRwm9UJSakispEH7M9eMxrv+bv8GVV14JAPjv11yDNwH4xCc+AQD40pe+NLeXNK3PbuElNCC8VexkXKGk64QcQHllRv4sI2rHs/uWiCSSpbpPJpMFTzihBXaXyittsyh53DVIja2srCxca03wvDa10ZuWSPt4SpK2WzZKgqv3SMSENSIghcq9/V0lwyB60VBqmUhKF8qPoYfzve99DwDw4Q9/eMfnXXfdhYceeghAszx8fChi/QC0xiIa5AvE5q1acEdEm/yCTY6JPCuNJjkJOdY5vXASmU1oNBothK7IumjDY68hb9OpNlncbmNjwzynNpOpxObm5kIDKYfgPIRIfvKGU95vQt43rWH3FlGj4bhsILVMShEi9+aIH3onSZIsm14oSg1LWXnDij/84Q8AgOuvvx4A8IUvfAEAcPnll+Oxxx4DALz88svV5RLD4XBhGpY3b1oqAk8h1DhWLDSHVPTYZVA75JZ1bJN3cDwe71COvHzPYeOZLEpqsU1weRRv8TM5IpBKLlq+lWtSmxJpKXKuOi00p5UVLM9Df2pCryKEhv2NSk6SJDmG6JWirAmbAWyVct999+34POuss3D22WcDAG655RYAi71tdCqh1aNrKsWy+XlKxsq0wrc1sSVq5UiFFFFEWgCvdVytvVQqBKtcbaqaZkv0jpd/cwePVzf+t5YQRUuUwWmawMF6ZtpvoDYvo3VueYwcTfG/tamgltq0HGdePSP7LJNUlEmSJAV6oSi9SfyRkBOCepqXXnoJAHDdddcBAE4++WRcfvnlAID7778fAPD73/9+oZySqtzc3Fzwmnve6ppphPL4iELVvJFERM11HUy+GzY6wA/H4fdArq8kVeNoNFpQkJYSjHj3uw4j0zz4XYV3eeeUoxqZl9LzemujHi+lG2Elauk6zKcp/ahFkiRJj+mFovTsNpFEu5Zq+vnPfw4AuP322+eK8qKLLgIAfO1rXwMArK2tzfe3ej6u+krpxyKebe8cGiWl4k301+5RE+XjqcWIkowEbpeOjaiLSGIQ2ofHIFr2NFkHoE45a1PzSnbKJlnX+bma3GN+rJVmjavF0iqMntdb21fWo8k7Grm3TUlFmSRJUqAXijKyGhvBZ1lIVUc9vewJv/Od7+CDH/wgAOCSSy4BANxzzz0AMI+v5D2pxFOJ0u7lqY0myT+Gw6HZy3qzRywvulUP7bzaOZvAl7yw6uehKaTSFM1leka9aAY5C0g+u0iiY2vVQn4MV51NYoK1utOx8vyeWpT3gnu/LWWs2TPpb2lXbntdXdGLhvKNb3yj+Z0n3+UDtfb93e9+h5tuugkA8KlPfQoAcNVVVwEAvvjFLwIAXn311eI55fk58ocbDYnpwhHCX65IA2R9V8re3he8H4w2713SdfA9X1NGls2z/ABboqC0CJi31o2WWUk6Ats0KFr2IC0EyHLiyLK072RjOJ1OF/al+7aXjSMnh95JkiQFeqEo3/CGNyxsixiCZU8q1xMhJpMJ7rjjDgDAOeecA2BnwgwAOHDgwHz/SM9cGppqw01rP68c/p1Und4xVg7MvvTQHvK5NlmTZzabFafZaZQCzznalEj5jDznX+n6tPdHjkC4A6PNs/VUrDdBwkp8wSk5fjSzl3WMV/4yR0KpKJMkSQr0QlHuM5ZzAPwF26UTgz4pDx5XlpQM49vf/jaA7YQZZKt87LHH8Pzzz+84RyR5QtuwGatcrkQs1alNJyyFOEXQpgjuBlZd5drWQFld8n2bTP2U97ypXVOqHU1RenWoSQNIeDbPEjz0p+aamzjntAB2mU+Vq23pqCMV6yUG6YpUlEmSJAV6oSiPO+44AH4CT4L3RpZdhPYhmyVPP/bwn9bReeCBBwBsJcwAgPPPPx833ngjgMUAW14Hy0vdND2al2DBKttLHmGtAshDqLTkBtb5dmtaIsdKt+atqyPRgqI9vJUyAf2eNFmfKGJn5Vnam9z/WgVZCw9ZaxN8z1WkDEXSlKVcp0eOJGuTSFe9H+E9kyRJjlF6oSi1pBjU2tN3XgII61ge30aQyiT1ePLJJwMALr300vlyEU899RQA3e5SCv6W+2nfRdBsoJaS9FaA9KY3RrzmNVhqqcl63xwttV1JCWmxfhI+0ig9oxqPee1+2hrWwJaNvYknO3K/a5SkFglgTXbg76gVCK/FP8tRoKY6pW1Srp2zzIiOXjSU2swca70ZunHasFuGlfAhjAxg/eUvfwkAuPPOOwFsLURG88C//vWvA9g5D5zOXWog+fauA5tLwwptQXn54nGa/Pi1xro0nByPxwsNt+fkKKFl1dG+i+BlqI8eWzsHnbAWyeKUwuS0bZEF1rw8CdZidprJoSZMSJbH3wV6T+XvlK5hZWVlx4Jq/Jxy2F5LaHWDRiUnSZIcQ/RCUdIURi2LsexZvN6b9z782NXV1R2OHb4vrdx42mmn4cILLwQA3HvvvQC2sw/1DTnk1rLrWOqiaX4/Kxv6eDyuWjHTGi7VDINrqVGN1j4RJ9tgMFgYHdG7SNe9uro6D4ejZyNXEeT3RqpMLzBbmqe0kVpJPXEVaq1Rs76+bmZdikyD1cKDpCKV94ZPWbZGlct0PKaiTJIkKdALRUk9rNc7ymlaWu8hnTe8B6LeVfaozz33HADgtttuwzXXXANgy7EDAL/61a8AAK+99lr1Nc1ms5D9zQrn4fagkvFfm05pnXsymahhFVFqVkLkNmOpbDVlGVWSNXUA9KmG/H+NGocXV1HyWUhltLKysrBt//79O+ru2Q81Z6a0zcvt2nVZ5XIVao3m+AjNWhFRq49E+77m2WoOz67X856fO7xnkiTJMUovFKVmh7Fsa946G1bYAPeYWb3uj3/8Y3zoQx8CAJx55pkAgNNPPx0AcPfddwPo3o6m5Y/0VArdp9L6xqVzWkG9RCR0xAppiR4ne/OmtlOpvvj/pTK1KAZvX8KKBFhZWVl4flxJAlvXL5WkVJ/auy6flabEa5K51IwitN9ijbdbPgdNGdI5pI2T/5bl74D2IRXc9F2MkIoySZKkQC8UpbRRrqysLCg36rF4Tyi9Z9LbrWVttnjllVdw8803AwA+97nPAQAuu+wyANve7+eff970/krG47GZXMOLqdOmNEaVZK3KtZIn8GuS6rLGs7jMQGBZD+1/K8Ucv09t4icJ7tn2FBFtl8/TUudc/VvPSkuEIuup2SW7iGetRb6n/D5494u2y3sr7xsfmTaZXurWPVxakiTJMUovFGXEC0u9Bbc1llbn0zxw1hIO0+kUjz76KADMpzKSrZKS/d58881zb59Em8Io7WeeGrWSYwwGg7CSbGrnI7hqkeqSrkHOhvDiKLXnaHkatX3bXk+b5MWeCvXqJ5+FF+tawlvWQks3WDO9l/CWcJC27MhSEN69lfeGv7/co8735epRHqfZLJuMrrQZUZJeNJQRtEBb+UD5d3J75MdBYUA0BD/xxBMBbE1vBLYyD/3mN7/ZcUxkCqM3XC0F6EaW8tVejtBwQjQGTYfKpf1ns5n7Q4+WyxuZyFpD1jRYDSv/pHZPvFCuGmRDVLN2Dm8UNVMTp6bh1Bpn+azW19cXnDgyI5U33NcaQdmhyCG4NjyXjjLeUHYdfJ5D7yRJkgK9UJRer2Z9N51OF1aLkz00UWugfvLJJwFsr6dDAegf//jH8dWvfhXAdhZ1jyYGcq9HbJuEQeKpJgupPiNZxyeTSTHJiYecLsfPbzmb+PYunEnRe24pIo4czmsZ3Gl7SR16Q+8ata6pV1kezxQvc7Z6StJS6VxhSpVJQ3AtPEiqT35sjakj81EmSZJ0SC8UpYY1+Z9vL62y12TND2C7d7311lsBAGeccQYA4LzzzsM999wDYGuNndpraIvskWvOHVEZGpYtUZs2Z9kh+f5WvbQgd8vONBqNzGl7XSnJiCLXbJNWjlC+j/X8NNUd+R1YStK7/ppnJZ8RX+Om9H5wPCekNh0RwI5A9JITU3P4eM+xxqacijJJkqRArxRlk0n82rauVmKjVRnJC37ttdfOPeCU+PeVV14BoIcHEVZ9BoOBeX3cBijTZdUopcg91cJBSnYqzf5q9dCaApF10eyPhPRw10w9lHWUyOuQisbzrmshXSUbWaTe3rsdsVFatnp+Pda5tGz+0qPthQdpyrSUzEIL62kaGtZ1yNy83E5KSZIkOYrplaLUvK+ax1PSxBYY8YZRcPmPfvQjAFsrNpK98pRTTgGwnTBD1oH3rDWKRqsn1UNLxFpCS3Jq2bB43Jz0akolwtUKV3oam5ubIVublfxVKhMeo7qsZL9EVEmW9tWw7pem3Ahveq6Me5THROqgjYSkYuVxlNaIY5lTIWsiJrqiFw3lMucEl+ANlRwu0TDqxRdfBLC1INnnP/95AMAVV1wBYOc8cEBvICPXJRtM+lxdXZ3Xp6bBjBj4rYBibahsXUtkaKP94L2ORYZ9ycZmNpstDLG0YWbXQcdNGmMtZ4Gsu/V+RILJeTB/ybmp1Yvw3ltteG0NuZv+huW55HMdDofzzlveNy9zUVeNaQ69kyRJCvRKUWpBzHIfjVJGH00JaPNOpeqSvePBgwfnw/Bzzz0XAPDRj34UAHDDDTfsqLumBmrQhuQ1yts7Z0mBTKfTBSVp9dqRa/McWxGzhKYwS2rdm4dNLGONFWs6oubYsJwd2vREz0zSJDzOew6WktTqWENN6I4WCifrY+WYBezn0JRUlEmSJAV6oSgjq8XR/zznpFy3w8pHyYmEa1i2yrW1Ndx4440AgJNPPhnA1rRGALjvvvsAYCFpBqcmUQU/RtaxpreMhIx4da1JsGDhObZqlAlXmNKBpIVnlWyK3vdN1Obm5ub8OE9ZSiXp3ZOIo6bGgVKj6JvAr8n6rWnKvk0YFf/0pti2IRVlkiRJgV4oSspwroWKSLjtgpSoN9mekD1UJDxIfg4Gg/nKjLfffjsA4KqrrgIAXHzxxQCAr3zlKwB2rtxY43206tsWro6b9LKel7TJ8RE85eUF+Jfg5Vn3OZLGTauntY4TMRgMFlYUtfCSiRA8QkHWXZ5XI5K4xbOX83rwfbVrk2FUPD1aTciVhP/+Zb0y4DxJkmSX6IWilGuIjEYj08vK7ZAyrkraKAkeIOv1UFYGZa7G6Jx33HEHgK0gdGArYQaAedKMRx55pFVPT8eOx2PVAxjF85RbqcC40pIpwaypfiW6VMjLCi7X4O+NNX0zMinCKrMpngL0At9rRjA1URY0uiO/gZY13FoXajQahZIfS9+D9HprkypSUSZJkuwSvVCU0kap2dBk7z0cbq9OKOPspBJcXV0N9Ypy7WTNVkk937PPPgsAcy/4Zz7zGQDA5ZdfDgB4/PHH8cILLwBol6QjkmSAfx/pQa21tYnRaLSwnnobptOpqZ6oLppnvCbVWZu6efDkupanXSujiXIjtOTD1r4RPFs9wetrJQah3xsfcUiPO1eh8h5Y9sfa2V3eaFNGx3RFLxpKeVH8B29lA9Hy00WnhlloP9oSfB44AJx22mkAthYmI4ePNV+6LTIEJfLC8cB6bWF7oos51JEy+FDeWoRNo6aB7OoatCxGFtaz9hxS8lh+TyT8WZWeO3cgEbKT5B2CZcLSzEFy7RwewmU1VnT/+EJipXsxmUzUITZnNpuZ+QHakkPvJEmSAr1QlIS24prsqbQ8f97KbUAs8NwLZ+D7Us9M9Xr55ZcBADfddBMA4L3vfS8A4LLLLsMjjzwCYHuYrtXDCsIlPOVUsz4IHxJFjPSWw0ISKYOX02SfJjRVkVbSDz7ctJwxkRFDZB9erpXx2wvxkupRC5uxQpS0pCkEv37LucfNV6Vn7oUAac+BHEXe9FBuHuDnaEsqyiRJkgK9UpS1SJsk9TReajEiMn1NqlrV+xrdAAAd+UlEQVRu35PqldbQIZvl+eefjwsvvBAAcN111+0oJ3ItWl0jQbglYz2/BjlF03PgWAomErjv1UvWb5lE66ptHw6HC+raU4dNJhJY6pHOz/FS7WnTAT0HIMcLKufHyHdFm2ZrjVy8d92baCLvu2aj13KXdkEqyiRJkgK9V5RaAk/aXgoQ5581tgrp/fZCDaheZD+55ZZbAACnnnoqLrnkEgDA/fffDwD49a9/bZYTSQ0nV/jzpmzK3lxLUFwTFWAFBC/DrtgmLV1pW1O4bdez23ZxP7QohpqkEW0UpZYGjtCmCsqkHVzp1kQxSLRIEXnfNZuxjOjwRnE1pKJMkiQp0AtFKQNJJ5PJ/G+5dkskqanE88ARWk8qVRRP46QdBwBPP/00gK0pjldeeSUA4JOf/CQA4Mtf/jKAbfXJy47UK4KVFIArS+tecFullfTAo0ah1tRrmUTTyI1Gi2uJRwLPJXzkIG3OXhSDtFPL7Rq1Iw363vuOH6vVh9Td6upqOP1bVHHKZNKS4XDY6UQJTi8ayrW1NQA718CQDSV90r58n1K261qkk8MbgltD0QMHDuADH/gAgO1s6A888AAA4Cc/+UlVfbRwD/7Jf0Sll44H5WrfWUgTSPS43UKbBdJF0PwysOqjPVerYdQaUYvhcGiadujd5o1gqYHk9bKefVdD3r6QQ+8kSZICvVKU1IOtra0tzPvWlCUfqmv7aMN0IjrdD9gZCkTbZGCrPOaFF17AbbfdBgC49tprAQCXXnopAOCpp54CALz00kvFOmhla9M5o9cUGeLyufFSGUgjO1czy1KWXhiOl31JKi2vfnsx7JdDbsJTjd5w2ipfOwchRwhNh6zy/mlZy619gXaOPI2cwpgkSbLL9EJRUjZwriKlOpQZgjY2NopKkquhGmeOh5WnUePhhx8GADz66KMAgJNOOgkAcMYZZwAA7r777pAzQZ6jpCybovXqMrBe7tM00YeXqbumzEhux77aKiXaO1gaPUSmuFpl833ot6Q5myJIxyrP3Wo5kJZJ186cVJRJkiQFeqEoX3/9dQC+WtRsllI5yjAjzyblrcdihR1pOfYkvPc8fPgwgO31dd797ncDAC666CIAwKFDh/Dcc8+px2tElWWXdBG4G1nrZjqdLihJK5/hkUhNgLjm9baUpLcSpxewbk1jBRbVpecZl+XzfaTajSSi8WyVy1iHPUoqyiRJkgK9UJSvvvoqgJ2KkHobCs6WCUK5upPKMrKGtUwzxQNt5RrKnvfcgveejz/+OIDtOMpzzjln/nnzzTfvqHu0TKBOSXpqgNBSU1nB94SXjd47h7evlxiBkPVouw5NRK3WBHvXUOOhrVWSVrlNprHyY+Vx0nY/m81M+6dUqNF6NF0ZswtSUSZJkhTohaIkrzdXdHL6k2aPlLZESwlqeL2TpiRleTX2M6rzP/3TPwHY9n6fe+65OHjwIAA/YYbEUpLetRDaFDVJbSybvE815WhJD0rqQkt5Jsvr2p5VMxOmKZG0gFaKsVK5EfvgsrCWoeDPvo3C3Q160VCSM4fY2NhQ53YDO4d63hCZ/w+UJbg2DIg0kB7yB0WZzg8cOABgKwD9ggsuAAB885vfBLDdaXjlRBpI+V3kpfSGaDXIexTN22g1uAQf3kXqZc3Fjqzh450zUo7lLNSWH5aNHnWsfMqsNeyfTCZuxm+5zaqnZkKRz037HXjPrNT48fe26/WkuiaH3kmSJAV6oSgpjIbgzhxrWM2/k72Z1oPVSHprCBhRk97UMqr7vffeC2BrxUZatZFyVv7sZz8zy65RkjU0mT7GTSPSTKKpA6tsTaVYqk5Tct4QvGZ5WQt+rBdSJq/F2ra5uWlen0y+srGxseNvDZ4xh9DWw7GG3vJY7dk1+e14lFaEBPwkLHtBKsokSZICvVCUMqyHr8lhOWY025b2nUSGMVjqIIp0rPCe21oDhVZuvOOOO3D11VcDAD72sY8B2E6YQftwvDVVJLInrrFVNsULGLfOwfexFKmnCD27Yc063F0QLV8mVJF15842mbFbQ6pFTYVFHCr83Bztujw7vleWxV4Gk0dIRZkkSVKgF4qSbJRcPUbsP5JlKwbNyynTrmmeSstDe+jQIRw6dAjA9nrgZLOk1Ry16/Y8vpYC0ZIeNPE0StWnPSvv2Xn7WhmsPRulNzKIrJYYJfJuaddCaIrJsmHz67TqTte9srJSDIQfDocLNs7IKCwyCrCUZV/DfJqSijJJkqRALxQlTVP0lIfXQy0jGUS0XKkkuYosTTFcW1ubx1S+613vAgCcd955AIBf/OIXALCQNMODx/rJ+yWnkwGLKdQ4TdR5EyXpBZxH1qaxbM5Nr8GCqzTPE2vdA6qX5/Um1cffG3lP5GqH0+l0YYkS7f5ZHv8mkR1ePGXN75SPfuRaN3uRSNmjFw0lZTgnurpJy2pAge2XWTY2vMEszeAYjUbzGTmUu/IjH/kIAOCss84CsLX8bRfrj3gBxW2HSSWHgOawkWjz6CPzdS1HSFMiAecWETPEaDQqTiCg78fj8fx66B5LkwrfR3aSXsB5dBaURc1v1LpvbZ2JXpB7zcylCDn0TpIkKdALRanlj7SCaDlWT+UNx9rSZJ6vdf7ZbDa/9h/+8IcAgBNPPBEA5is4Hjx4cB4yFAnalr1zZGoa0VZleNRMayzBh6810xOtuljbrH2snJr8byvESRt6S6j8lZWVoiLa3NxUVweV9Y04ZtpQm8HKos27p4WNdRWwnooySZKkQC8UpbRRekGvWkC3XDieiCQ0qFWdNcrFQrs+SphBYUEXX3wxgK2cld/61rd2nNuy5QHlKWkRh5mWmakJtSE1FlbuQ358m+mJ0X2sc3ghTtqzajPCkRnOR6NRyB4Xdebwc5TK4mi/z9JxkXeLT5RoEpTeVbKNVJRJkiQFeqEom4QoAMv1akexUrxxLNWjqbv77rsPwHbOypNOOgkPPfQQgO3VHCMJDbqa8tkGfr2WookowRqVEsE7l6VABoNB8T5x+2OTe8xDiLrGOr/nKSdKXnqtnOh31r6yvlE1GX2Xa9/5vW9pkiRJek4vFGUNXdgIS3heTQsZMMuPs2L8tNjBP/7xjwCAO++8EwBw9dVX4/zzzwewHYT+wgsv7DimJlC/ZqqahlSAw+HQXE/Hw1KWkXNr6qJJMl5vymEN0cTEclsX77CntmvWe/em58p9IlNol0nTyAZve4lUlEmSJAV6oShrptDxXs1aN9izqdR8J7fXeGg976YW9yjtjbSWzk9/+lOceuqpAIBTTjkFAHDXXXftONazeWrntPbxVAV5VEk98YQT8v5o+0qvqHZPtVRwfDuvX8RuZsEVHf1tnZuIKE4+QvBiUkt15ddL1yk/aQrjYDBYiPqw1gKPoCWebnKvvevWEnTIKbaeamwS4aBRM4roRUNZekmBugXkte3RaWMeWliKLI+HatSsUyKvnZbwvf322/Ge97wHwPY8cGpEn3nmmR3HRB028ruatWBko8XnGtcsXq8tWVr6AWg//DbDV6+e0YaRw6cwNpmOKRtDLgboHstGcTwez7fJ+9O0oZQhSIQVhqehhazJ4/jaQPS3DHGKmBaaDPen02lVuFEOvZMkSQr0QlFGaGMA99axiShVrccq1YOrRW+NkFJiiieffHK+xg45dc455xwAwA033ABg55pDJeeNl4k60ntrw2ptSVyJ5SCj8qbTqaoyrTJq1IDmgJK0CY6PBOprx1qKjytLGmJLtckVptymDZmjw30qkx/TRKFyda1lruJoawNFklnIYboWlJ4B50mSJLvEEaMoiWguQnlMaa0cTSE2sX3IdVqAdhPz19fX8YMf/ADAdhD62WefDQB44IEHAABPPPHEQn0jSpLwAoglVI7mYImoPEs1ao4VScTAT2iJKqQa1og6dwB/koFWD8K6tzJl33g8XrBN8hRswJaKtBSlnOKrIeui5VGVNmjvGrxclaQWtWcvv4vc2yY2Sm4vrTkuFWWSJEmBXihKLcmATFcVWXPE6iF4puiSsuT7ROq6rJRu/DyUMIPCgq666ioAwIUXXggAePrppwFse8qbotmgvKzU1vEa1pQ0TbHVpE7zIh6orrK8SLk1ypLwFIp3b+lekj2Sq0X+N9+HZ9anv60kMTXTEkejUVGZDofDRqFv+/btA7CdBIdHiljPyLun2j6lelEdeIhSaGplcY8kSZJjnF4oSlozh/CSm2qJFng8lkatjTKiDq3UX/zYrtYqpjpSct/3v//9ALZXbCRb5f333x/qHduoX3nMeDx2E0nI46z6DQaDhRRlbZNhlOIy+Xth0TaoWSvfCiKX3mXNoy3thSsrK/P7TGqzxuut2SOt8vi529gopS12Y2NjIXm3VKPaO1YTzC9tnisrK1XPthcNJd0MzxlBaD9yeqDyQfChQqmB1GbStP2RWIG7tVDdX3zxRQDA97//fQDApz/9aQDAxz72MQBby9/KeeA15RO1Dah1fXx4bgUde2EzkZlDkXsbGWJb8/E1vNk3peP5sFU6xOQwm8/MkcNpPty2Gkhvrre1Lx/ua6FItL1JQymP4Y2fFD2RzrJJQ8kb3ojDaF5ucY8kSZJjnF4oSh4wDcTCN1ZXVxfCbmTPqgV9eyvWNcloI8uzhv8avFcjvLAe+o7yUj7yyCMAgNNPPx0AcOaZZ+K2225Tj68JNOfquqtsMDLoWOv55fOMTKX09pUOmUhWqK5HFVq5pSE3/5TqTh6zurpaVJKeM0eqWx4eJJUkH/6XHKneO6S9k9aoJrLaAX+PrXdGHrO+vl41ckpFmSRJUqAXilKzUVpotklSoOQU0npfmbHEmvDPz1FbH+uYiDKNKEmCwoBuvfVWAMD73vc+AMAFF1yABx98EMB2wgxZHy34PTJdTNqbuM3HyvajndfKCK8FiFvwaZN0riZZy3mQu3euSJ2I0rvjOXcI6exoS9PJBpbSjZZTKperWS+UCdh5DVY9PNupVk4NvWgok2447uab8b+++1382b//O57bvx//76//Gv/y9rfvdbWS5IinFw2lZ6O07Eubm5sLYUVkQ/ECi61A242NjZAHtaS+NFuUFzQviWRBp+uiqYsHDhzAO370I/yXb3wDg9deAwD8x8OH8elDh7C5uYm7//zP1UQcVB+5ip9mr6V9tHV6LPuSl/xDPiNvvRkPuseReyvL78r+qKFNDSSsd1r+r40qpGJta0OWoXWz2WyhbHluTbVpdsg2zzPi0ZYTCjQbpZUOcTweL4wyPdJGeZTwvuuvnzeSxP7ZDP/tl7/coxolydFDLxSllzTCshHx3sPqNZralzy8WE1gZy9n1YvQel0vGSzfBmxPBbvppptw8fPPq/U9/vDh4nQtTQHK6/FsjFK5y/95HKumJOn/qPLQYl5rVDvB1UdpWqMWnG6pPA/vHZP3BFiMEpD3kacos8rzEr5wJUnns2yJkQgKfu6It3uvqE1U04uGMoI0yM9ms/CcYH5s1+Ee3g2XL3AkI7a2T8kh8+yzz+K5ffvw9j81nJzn9u1TG1uNmiEzvybah46TjZXmqJGzcHYDbWhrNX5y++rq6oKzkJcjt1uhZhHHHsfKV8obHWk6sULgOFZjyDs1bwhudY6yftp3TejKsdX4/Ht69qQzvvFXf4XD4mU6PBziH975zr2pUJIcRfReUXrDOi1LtoV0rMjytXNFsJRlNKOJFXZDaOE3mkK46/jjMZlMcM2//itOWFvDc/v24f/+5V/iB295C8CcXpqjTF63F7wdUYSeycM6rmY41naKJb9OS/nJYPXJZDIPRysd49VxMBiYwd41YWR8tCIVPREJ+7LUIz+XNgSXU4HbMB6PF0wMTRRkJPSKtxk1zpzeN5RJnH8+4QT88wkn7Ny4i0PbJDla6X1DGellrYBibXqiFmYE7FQdTXpJqSx5j+UpylKWFM++6Cm2yL6EpwA1BwPf7ilBHrrThZLUyiYiUxoJXgcr67mWUKK0pk80QYeVPaimHC1phKyXZz+XozA+BddyIMlzR+vYxInjOaD2grRRJkmSFOiFopS2FG01NUILHrf29dJMEW1ToFkhQFpCDivkBvC9y/Icnp3VItIba8qyCyXY2Up4ipLz7I8WERuspjSl3TJSroSHtUnbZOT6iIhK8+x8XtiRFYpUq+ii+0dDdbQQPF4/vk9tHYrn7qSUJEmSo5heKErLmwj4a3vIHtlKM9U2uSvhKTcvuNzqMb3koZpt0Dq/12tGbJPyeC8ecC/sRFIl8GfPt/FPT0156y9JlcK9zFaZfI1zieYht5Rk5Bo8NVWD9ey1uF2C2zMj74Fl2/QUqpUQRFONWvzqskhFmSRJUqAXilKuB8J7D6u38FLg18Sl1SjJpqozEkfpeZdLXsemqiJyXTUez657dk1JAjsVoaXC+D5WPKGmjKTtzlNu2ndyP3lu7vUuvbeDwSC0oiIhZ+R4dbbs3DWJpz20eMxlj0aWOXunFw2lfJm8QFktU4g1BCe6vIE1oRFeJhRgK39mKezGm/7n1S8yNLP2qTExRM6lBXZHssPI8kvbJPI98jL6yGO0TOxN5oNLeM5E+f7Kjn88HjcKwLayOZXqVVN+xGliNZCaM5No4/jT6tUVOfROkiQp0AtFuX///oVtpd6bTwWzhl2RKVwReDB4KVNMrRqzel0+JJchOpHhcGR6lhyqNe3NI0pLnnM38ZRkTeYfuj7LOddVeBB3aFjmh2UOM7so2zMZye3RpWj3klSUSZIkBXqhKDXlV1KD3NZj5Yas6Rk9O1pkfWovVCES+kNQKi8tT2PJ8VOLVIJNE1OUbJS14SQ1UwSX5UCiZ16TOCGCF9bmjYSs69yN0BiPiGqU26zpum1pqoQjx6WiTJIkKdALRSlXU4zghU40teOUpkjNZrMFr2jEA239z89l7TubzVSVyY9tirRNWol3OV6y5Iin3fOM95GmU1y9d89KiqG9z9a7rN2v3UxuG7GTt0mK4QWVawlBiNJ7xOtS82xTUSZJkhTolaIkoj1PSUny3iXS29b0eFa8XU1Si0iMpOb1lnazpsrS8vhq9keiRnUSkdhTLe50NxVSyfvNU/XJa6+JU9QS90olyYO+S0oyeo92S7E3fRdLiW2iWBEOmgKW7Y5HLxpKb20Z78UlvAZS7iuP8aiZ8dIk64+2jxZwbg1hIi9lzVxvPqPDcvA0mbHizR3v65Bbc+pY1xXJUcAdOLJBtP7XypH1887ZV6TI4NskWiiWNbuIm+Mi5dSYsHLonSRJUqBXilLLThLptbtSktZ3Wo8jnTkydId/R2jhR3LILZWplmGobZ5AeV2a6SI6/NXCqiKqk6iZRx/BC7Hx3gfpIJD3VJtf7tXdy24kM+S0cUbW3jctqH3ZWKF0/BlZ9eDD49J7rgXoy/Ija1mpx4f3TJIkOUbphaKMZETxenErn2Jbp4CmAK0J/lIZRuysmqNG+ywpSS/syMPq6XlYSuQeSlWjPY+qUIyAio0cU1OOpSyJ8XhcXI9Iy8yvTbOVzptIHkqtzkQbR+VuThX06hkZhZQcbjxnqFUOd4TWBL6nokySJCnQC0XZBC1nZZPeUfPIesG0lm1SCwa3bHP8GEsdcpul5e3W6lu6B5pHu63yjtjsrF677ZpFXeMpmlJdNTtmhGXbCbX3w8ogvrKysjDVkBSwF/ytYd1Lz1bcxi47HA4XIgesum9sbCx855GKMkmSpMARoyibTIvjeDGDRMmbrPXM0qaoxT8SXvZyS5l6STG0eMpIgtwu4V5va63oI5maNGxAWUnWKGhNuUVs9DVI1TidThfsfF6S5SbpBiU8tlSWr2HF9mo2Sn4OWa+aZ3vkv8lJkiRLpheKskkMXU2P1SUlD5mWcNfaR1szx4uNrFEO3r6RtVWIvZzt0STmtetzc3WsrfVdOp7QkgVb+9QsfdHU4y1tdto+MrZXYzd/hzXJlUv3pVaF96qh5FJY2wboQekWXshIzQ/NexkiL1OkHAstQHavOomjmZoGpyZYW8uZKgPMyQHRNOuVNZynd1P7rVjn0JyHNDznwd9NJjs0McV4ZiVt34jjiLZ7OWQX9i/ukSRJcozTC0Upp5tNJhNzeKOpzkiOwza5Kr0cdlJd1IRL8Iw0ch8+PN7NoGBJKYkFN/57ZdQoeGsCgVYneb/o/8lkshDYrVGqO/9eTr2j4GX+Tsry5JTK8Xi8sDyzDDgntMz6Em8lAH5MF461tuYgifeb8ZyS3jmj11mjVIFUlEmSJEV6oSi16WLUG1q2Sh6WEpmqVurpAbvXrumNI8G4XFla+R55b7ss26QVfOwlDtBsQLS/DG3izy5yL0rwnI7W/twmKENfrGuKIt9Beoe4LVCOOLTpitEM55ya3Iny3ECzdWrk74vfT+u3EqmPvI/a+2HZSbVr4DZUK7RJe8drfk+pKJMkSQr0UlEC2z2o7FF40k4vqYP831qpkWOFf3BblNxHJhHlasyyy3lT/dqoxraKk9cranvS7iPZ3mitHy/chT8juodSlUkPK0/aYWVc56MIaype6Trk91JhRRLQaqnU5LbI6qFNbIGRgGotvV/pd8UTS9TUy3q+mp1VKmCuAC0PPk9JSGXKpOC83pm4N0mSpEN6oSgjHlFvXR2pNmW5PHaN0OIpqaekXkj+z2PM2qzxodnlvFRxbTyLEfWkBaBHE43wJRKs80SWwOAq1jrOU7zyGH4NUvV70wib2C81ZSnVIa8Lt7Vq++4G8l5z27i1lrmndGsmLXip0LyUgiVFubKyshBRcPjwYQB+ZE3k99WLhrIm/57mwKkJ/PXCg2QDKReq58MmOa+5aaZueT1ySNkWz1ETqVeTzEyWCcSrF8+kZJ2TN4ZyyO0N5b1zW9elvR+lDPhaMDkdw7PayHcoQs28ZFkvrVGw3tv19fW5KKHfgeYQsRrIyLP2foNWvoX19XWzYeONPdVZnkNrR6qC5cN7JkmSHKP0QlFaQ2aOpiSrpiAFFKXVw6ytrQHYmatP9rLUC5MDw1MLXOlYziB+vV0OybyyNOXQxEFUo0a1YG0rzIirDE2R8n24qcZaXnYymRTDbrThoTeP21IyfHhoDbm9wHoL7d5qoUC0nzWs5vD3nR/Ln5UWtiPPKbHWM9J+01Sul0WL4Dkmqc4l561muvNIRZkkSVKgF4qyxsbIaTIhv4mi5CpSqgBp12ya1SZiq+Q95zLx7Eze+jzRYF8O31cL6wJiThhZHq+npXK4sikpQa1szW4o3wtZzmAwmKtYS0lqyGfiKSJtdGLZ/mS9vefAA+yt8iIqWIbseKsM0P8bGxsLozlZ9+FwaN73Jmp9xzmq9k6SJDkG6YWitIJCPXhSjAiyV/SCXCXU+0wmk4W6ynAhadeJIm2VXKFKBdnEE92WNl5vrfeW1xB5B2qmOw4GgyrbtTyHFtZjKUkt+YpnK6tRkhL5HLwwF3pvIoqS17+kxmTZvLzIe+KNvqzyvOvkv21r2mrbyR2pKJMkSQr0QlE2WYmP9xARG1ZkmhhtI881X5kO2OrJZK9mTWeLeqqlZ1cGz2sqt6YnjNgJm6ApB8/bXQpyB+IjC67uLLthLZYHWovX9aItpKLUyve85rx8+TeHe7YttagpSstbTYzHY1Ox8TrRb8RSed4oQk7ksK6Ll6utQSXLHY1G8+OkspS/y9rRWCrKJEmSAr1QlDUzFLSesKRItRkTBO/d5YR67nGTWB7eSJ0isWZdsexpcVpMY5PYS64SiWXXnas7S+Vpz8OzLVojF82O2RWWp5hvl0rSUoKbm5vFd5CrWKksZZ2AxdGRTE7izfihTz5zS6sP7dtk2mqEXjSUGpZ0TuqIBHsv6xyRwHXu8InWp+lLr82xtho0z+nnURp683MQXsfSdKjImc1mxQaS71t6DtrQO7Iontf5EFoDSf+X7oHW2RLymmrfoRx6J0mSFOitopQ9eSrLGLsZMmTRRKl6Q1Nt+GpNe+WfloKhd4ln8pHniqy3o2HV3ao339ZUWe5WuJgWVN5F1v22ZfDrLt3Lxs6+RkclSZIcQwxq1tBIkiQ5FklFmSRJUiAbyiRJkgLZUCZJkhTIhjJJkqRANpRJkiQFsqFMkiQpkA1lkiRJgWwokyRJCmRDmSRJUiAbyiRJkgLZUCZJkhTIhjJJkqRANpRJkiQFsqFMkiQpkA1lkiRJgWwokyRJCmRDmSRJUiAbyiRJkgLZUCZJkhTIhjJJkqRANpRJkiQFsqFMkiQpkA1lkiRJgf8PG2GvyMZy5cQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(9):\n",
    "    visulize_output(test_data[i*500])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "superpoint",
   "language": "python",
   "name": "superpoint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
